{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Neural Color Transfer (Multi-Reference Style Transfer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Library"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Append 'src' direc to import modules from notebooks directory#\n",
    "##################################################\n",
    "#import os,sys\n",
    "#src_dir=os.path.join(os.getcwd(),os.pardir)\n",
    "#sys.path.append(src_dir)\n",
    "#################################################"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib as plt\n",
    "import time\n",
    "import os\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.models as models\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "from torch import optim\n",
    "import cv2\n",
    "from torchvision import transforms\n",
    "from torchvision.utils import make_grid\n",
    "from collections import OrderedDict\n",
    "from PIL import Image,ImageOps\n",
    "import torch.optim as optim\n",
    "import scipy\n",
    "from skimage import color"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Input Source & Reference Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "USE_CUDA = True # or False if you don't have CUDA.\n",
    "FEATURE_IDS = [1, 6, 11, 20, 29]\n",
    "\n",
    "imgS_path = './image/3_Source1.jpg'\n",
    "imgR_path = './image/3_Reference.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd1f8a6c9b0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "origS = Image.open(imgS_path).convert(\"RGB\")\n",
    "imshow(origS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd1f81a2320>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xDgz72xj3kq9Y80GB3KSUMAyfDswtZzZ0O9DUkvgJxUCVrstkhYfHA2WaV46oa8Zw3j0cyaKkPCEF1ErzuoxhGNZ5nsaJ8TCjveLsAsLAMU282e3ouo5BnSEn3GokkDVxf3xA3cgqHKgR8VgiZV/ZU9UdK86xTFid2XU9Q04cpgrvPnB3uyflHjBUHBWnzIYhuM/0eeDme3eoQp8hV2O/66BMkRDfZSQpdQ5WV62VSiWnnj4nlMiLYEEc0JSobiiJJAmk48PDPX/+87/i5vXnfHZ3y/ffvGZ/0+G1sk+Vu90Q0UgFdcO8sKNQTPEGoyaPazvONB85jJWHWXk3OU7CvGJuOIaljBXHq+EqEd39CuTXzgCEwlheVd/8G3Ly4q6ryaeKbnlpwpMFp9aFcXvyFq8lCE+J6Y+pl2UMzzNtBA+l4M8zatZj1TG7dHUvKZyCaHjkJyZlenacJsvoYl61RVkRCVwfd5WFx+1xvPuzZKKzxK94eE7L+hRrjPYr93qZAF8V3AkCUm/e9dXveXum9ewuLmdZ49Ard9oMqitQYHMfWxirKiscIm4taGtr05e5Dxim4rglwnRo09lO1+WAA5KiCTT3mAZsNJuTU4c3SuL7x5HimWqxHmQqdF0K7FjSGnGQQWulpEodK0KilJEkPbMGfl+rk6RSUJI442Tcl4CPkujZkzkcRrou4UmwogGXVke8kIcBJIzzAsUZTimQu5hlN/j+7cAw9Ay7TK4zaKUTAc0cjhNWnZwHeq/ksQRVUwVJkatThNQHlCPNQCQN47PPwk0nDEkpFpBRMHx6xuMBkqCaGYaOlDNuhYRTzPny7Qfu7m4oWTHpuX98YN8N9MnopPJKM0NSstZGDonxiAbbpoojSTARKspPv/iC13e3vO5hpzM1OT2CDplXu4C+phqORK3N0ElGxZiNMKoeuq3UmeNkTNUorswGZoVagvWTxCmlImYxTwvk+ivo4vBrZQDcJXAxaOERwHmy9ATx2NUJWLxXaBjqAlesCn7BkomXuX2+5fUvHt31vMCiNJazScO9rSnCLRq9nNubwljgjedFmuWXIOGf3VfAINqYpM/DHG5PoSHbRApLboUrWKIDKt4ojoEDX2UYnSVoT9/eUlevgUxbz/nEUmpz7wISFLiYqTCcW8uTkCj8WafgNKfb9XCN87+ymLYOhRLeMbIxAMG4UAQNnk7LN2tLzi65iDYvqmGhLGatLAZMHdHEkDKCkXPULcxWGQ8jJgNVoccYsnPTDcHwkJ7aEviiBioMXaLLiXkqjDUKq6yCSkWr04mSDDz35NRTzJmnkU53MWuqTBWmMqPao1pxNQaHkmLNH8YRCJjGxck09lTuyKJ0OSM2U63iYnRJmaozjo8IPbnPvEo9nWaEKeAfDZhjt89ILcy7zDiDu1J3PWONHMryTAqGeYekyAXk1HM79KTGVnJzDjaBOcOuox92fPHVAU0d2gFVeRwL/jgydB2Wa+ByKowVakp89f6BUiZuhz1DTgwqYSzskexh5ML49oxV+WdfHigp873Xr7m7Sfz8F/d4f8sPvveaz3Jh6BKTK1UyapWkocCzC2WFtj3IG5IQceZaqRKJ5tk1+P4VxiIUoJpSa6y9YgUokatpUUSt9a+fAfgU+aY3fQ2ACOUkK43v8rwfv8a5f/k8FfdkCBTBvpaLf7r2QjF1LsM8fXLsIpFDadHKRRY2opvy5PtPxZCLegBJJ6Uuz9/sLyXrWcUDrrq4jIk1YyXP4vvwFKrbFu7B9ee6OAwugeEHPVwRaZ6+h4EQSZvzLKuqzZW1l1EVtTk83rzkfMKD7dJiOIQyV0otHOcoALOklAS1m+m6gVe3ex6nGZVM6mGQRE7G4/sHRjO6rqO2sXlkEakKpkFLPJgzHScOJZSaqJP7HnXFbeJmB12CfkgMmhlUOBzGRsssiDhd1+FJyX3PIDGXWaBYibyLK/tBydWZSsVsIteKayKnUFQ9wbTLOebAOkNT5sPjjNfCbCBFGKvjJeYnu9Mp9CoMXc++y+wGIVvFq/HVXBjHkV234/P9HT/94gNv70c6Aa9lfQ9uhh23NyClIrVy03eMRfnyi/cc7g+8+uwVVeINKxYwlKS85lpMlJk9f/KnP+Uf/eUD/d0Nn90Yqs7j4yO//+MfIYNAOkBjVnVCOJRWES8UupXZg0R+p7oyV6MWYfbCWJ15qhRViinFYR7L6oSW0sgYpeISzpkboAmx3yAD4EvW1q9XtJ4p8MUDcz1VBNjpe6o5oAlJ4GX9/uLxL4sIWB/Elqve0NeAdbbjeyK2UvAXdsyTdMByH4unK4FrX97f18k5hHUNljpn1FxKKMIIcRNgEuz+Bf1+jiW1fPecfbXkKM4XqMQfN2M4V6zIWlq1Mo90U6tweganZ7mChVeUe4x5+XxbxX16EEs06C6ICglbHYQYc3wuLTntLSqVhrWLBGwRlayO0se4zKhu5BSf56zU6kxzUBjdEkM2hD1JC5qEJBlxY1DI+25de53NmC9VxOf4b5eUqVSmMjKhWBXGcW4GqSKuZFFynenUyBq4c97v6BPR6kCV3ZCBHkzW6mL3wJxNnCEFpKKa4/stZ3B3MwR7pYZSNonIXL1DKNzsdqTU8VgKu5zpJNhKQ5foeuNYjPtj5eEwUUVR7dj1yr7LDFq52Ql3nZM08f5Yefc4cX9wUjfxF4+/4Mv7keqZPilmStcNZDWOx5GvpplaJj673XOYKx/uv6SUgiblODrH0dmpMvlC7xWExOzOl4/Gn/y/P+EvH2aMgXIQpvIe0Z5OhL/6xVd47fmr+UA5PvA7P/icN4OSVBFKrKFkpNkxzXQoBaFWo9bKVJyDK49TFMGNxSkmTHVZH4J5iSjahILgFjUd27X/y8r/LwyACxE6cXoxPyYRrfvJVlx4xOIllIPXJ3z9raK7NDBnvwvg6QLjsMa4WIqjIoSr7ivb5zSUTQ3CAs/Iov5aMdwz9+p+orJek3QyS9jKPNpGLhvsvynYtcCtQSqLAk4s/VwiZrrmc6gmaq1n87Zl+8iGpbF8f6n58JV5o2cGIzwnoWLLZJ8uuLltbdew9q9yetyLB494m9PlOhfQWkt2B6vKUXesQQGahayRELSVg51gLViUE5zlSuqs3VsiJaEToSwLUZRqyv5GsLkwGUChSx2iAe9VPdU/qCr7TvFqiFe4HUi1hiFoxq1WZarGYap8GAulNv59yiTV4PFrODWWOkiZ/u6OuUy8/+otn+0GuqEnd3A3dI1BBEii7xL7TkleEYGUcjMQBbpEpt1nb+BGXuamzXuXumhRocS4xUkKN270tx2vbhLHsfBVOvIL6ZsRrry6Fb6361Fm9n3m9a0yPs7M44QhzLXw/jghmoN55TOiXay7YliGmQ51xxm4P8ID0WJhuLnh81d3HOeJd4+Vd+NEJ0Ii8fb+PVNVcu7585+/5e2oTNrT5YxLReoOwZAsTF55d3SydSS94/0oSNdzK0Y1J5cKWhDdgQujOZMZowszPY9l5mcfJh4qTHOFUjFzZgRq1CpYWSrNlalsHFUm9KO1UJ8uv3YG4FrSVT4RPjkdH9zmp/BPYMzuoZTVE/IRGuXHvN52IUCejHnbGuB52RQxfV07hyfyafNhF8bp6Xet4d8GnttwTkl3vUhZ+FVAjTNlf022p7l+Btbvnz/68zlZ8gpfJ5dMJXHBRK/PmjT0WRrLxyMPI375PAIWWjx/NhGhSSV7K6TSDFZBMq5GqYkCTFOhGhRzvFYU4aYPJktKXSQ/U0RNZlHEteRiVAREGXJHnSQqQlv9hnvBK4EXzxVX6DWjyehVySJoY71lcfpUmR4fSClF1bw2j9+15bGizHCfhV1W8Jms3fo4pEU9vc2E5Yz8g7uT3E7EAoEqCXDqOMazqEbSjGtGNRNBitPtb7hLFS0zKRlvBuH1UDgeJspx4khiqvBq1zO70efEZMKH+5GHGhFc0kLvyzpOpKyIC7kT9rlfG7qpGtM08eH+Awc1bvqempRejao901x5/+4RTz19r8EEsopjVDlw12de7zpuOiHbzE0yXu+EN3vY6UhGwRTXeP9qLRiJeQ4P/+jw4TgyFxi9Ffi15+2WqDZTCLpwePtBQ106BwhQl4jlr2cOIDwhgFqXG9x4W3ryZJ/jyXvLn87S2D6+HBv/ucQEG0Z+BjpY5JpXCxtM7qxBXPvOBexzJouivzRq7XdNVx6s61k+YDumS28bOIWJzhUDt22WJmSFxp4PvntrpvV8jdkWCnsaNV2OkbMjW/J38+kJ1tnCazHOTtMzY9ka22BqdM+MdunwuLCRxM9ZZZiTRBsNMIyFuyO5/YtEtaYrqoYu1SRLLx4iAloig5wTZhLhfKlINaa5Ms4FTymoh/VI3+3oVOmz0GdBk5AlMPh5duZ5ZBgGuqxkhKoJl8xszpfvHqlGY4tFNXHSjkpBfJnPVhWcEilF7kFb3YuXSqkTXeoYbrp1fovNazfQfc64RJWqM8f9eovBJZLD4o64Y7Ugmi6cHsNM8KgqoUsJ1Y6x1ID9LDzluVYOhzEiDnWGbuB233HXCT6CpQ7JHTeDME6F1+bsTSgkGKGUGbodHYXe52ivMGQs9dw/HhHJdFkxKxyPx1ZHA1P1ZoScTiCp8f39wH3nvE8d9+8PiHoYFRXUogHd9/aZV/uOm2wole/fdPzWjaAakaxaFO05SpWOsRaqGbMn7o8zD+PM5JnHyfgwFsbZ14RuLXNr6BeRr6OUxfPf6BJrrWx+FfJraAC+mbf/XCVtxaNXyvq3DSyyzp5dpD3bkRus/poxWK5LUxYppRWvVVdMC0rCNjj4U+/1QhG1z3wDLZygmsVvjpB+ATMgFsPS7uHScETS6OM01sWomlkzGL5e63ysRPMr9wVIuTzT1fMv9316TnFP0qzkqV3FdjY2+ZqVOqvtuVxGBZ+2XtSV5EtvqLgD9WBomDq6Fkw1hg3gksHn1Wire0QBLVJRD7xXWp2AuzNNUd5vmlCE0SZKcaortSZUZva7zK5Tdn1AP9FXxyljjd4/HSTpyL2ya03atFYej5VxnDmO8zpNkhrEpq1bp2ZIoeilzW2WhKnRJWFoTd26HJWpWSIfVkppPdXCQVrmVSyD1jPqqwpI67llGMklILGWzwn4MAyXWcxNxciqzG6UOiPSwVyo04zVChp1Crd95kadVI27XpHdPqiP85HkM2SYSLy9H8ELr7Kze9XRuXC336EC95Py5Vi4H42uS3y4P1BKob/Zs8sdD4dHKkax3NprJEQDZ0cVnx8Ri7esQ0GUz98k7nLPzQDfv9EopBPY44gU1Awjiv6UxGyV6uH1l1J5MHgYR2ZJFIdDndd3tori1Zm9RqGqe2NEtndaDEyfUEJ+FfJrZwC+adFVskuo4/T7c+c5JRiBRnjclh89R3Z54ululFg7MybgDVhZlOXm0A3cs4GATiNvF9KopG3wRAtenxRnwfX5Wu4vWCLnoMtTlk1g28vPIvp0QuNu2j1Iq56+MDYe9/MkEmjRGH66j3PRljRsnH45Je4jMX7619XW0SxnSe3hPV/RcLqHMMir6YSlq6gFnr4oPVsMzRI5ylKgpCyZqGV8FaWEuiXAnmZEHCo5uNs60TGzy0Iis+s7uq6PaNYdq4nZI9naafQB6nRmyK3dcwnlOpVHqNBrogqQIi+zpM5vs5I7Z9dlOk0khV3qIBXEnN2u4yZDn4RuyCRRHsep5YmiLXHGyIB6AUm4GCop1qQExVVVye64J1SUSiHZqR15vAOAV7ocFb3iFQxuBgXPFDPmudIJ7BNMkri96dh3yqAlWjtjqD0iZMxqtJGuhhbo08SbW9ilG17/1huGJLwfJ3725chPvnzgi3cHRpRxqhFF5cRn0lM1U7yLdtpqvD8eKaUnpwat1ZlaKoM6dXY8CUMWdl3HnRY+vxn47K4jNYgup+YQkFvbsV0DVSvH2Rhr1APMRrCCLDO7R7K+GnPxBv8oT/UB8ZlHhL7sdRCvuz9z/DeTXxsDcOaJfkSuNTdb+d0eHgwqF1GBn7F8oijoPEdg1SPJKRee/iY5vL329pg1Aeqy5HqDKujxMiyFRWcJZvU19jgzLGvoEVVCi7pZYIYlAfzs/PhJf5/glYR5KApwmOIfAAAgAElEQVTBEE8sSWFvUYpAW2CK6KbZmaz9NuEjKfiUnhaiyTM/b0bb5iqqHcPBFBLaumcaUGk0pMjtxEBPCr9hzs/NyMqOshopIDkluK1Nrli8VPM6fKMLbKxBZIJr0ESrx/YfKXXUEjjtw+GIYQzq3N70ZNV2TzOiTkcUf4l4KP9e45pWOBwfmGrGVLDidClyAV2XyV5izrWn+ky/u+EmGUlmjmbRaZJKlxI7oO6EXp0uEb33NWALyGSE13cdQ4tWa2MpFYfgYCo5Z3Yq7PZB+bTWaVOy4i4cj0emIoz1kSTw+uYWr4VeIupIBix7NWCkFFFV1qhUFpcwrALUmds+oV2PMSHF2SWh00qvQvKCdgHsJXFknxGHVJQkhg17psG56TM3g/CXP/+KP3038tNfjLw9Vg4l2nW/9Ymh6+kSfDi+jQ1nrOI2o8NAHgYeTGEeKdOMUMmi3PZKJxVyZhgG7rLz+kZ5s1NedcEkzDJH7YdFjql4JKgPBY6lBqffnUMxpvnIOGcmq4zVKTXhLQqwKlSbV4pzrXZFDwpLndSJhvzXKAfg7mdMkuePOyknl6hYxRpnHU7cbQ9utCwhFCArghvXM/dVKaBPp/M5RtBz4w+XMVxsOfmxn9Ts7dLAPPmbLZW426KoONYWg8Oi/M9rFULiM1k86cWzbrFPlWUxtLwJcgaFtZHwLNTzjRNS12ir59HLouRXqmdqsASn56FXnsvVaKB5+yt+uuCp6itr6kT/ddyj8diS44lGaAEdGTPHQ+FhnBmrQTW0y+yGrpX929qUzAU0aWNTbXNY0io/e+ZaYy16NBlL2qEqVAc8EXsSOF1S1DM1F1Jxbnc7+mRrEaI21s/QejlrkrYZzEBOsJNQ/vM8MpeWa6stAlOnH3q6DGWeQRTFGUX58v3M4/0H7g+PzO6Rv0hwnGYGkdbnp2fIHVmWdWy4RwFaGO+EJml5C2foMt2+xw4RQ2UU84mu26NayZIxtl11o617yh0Zw5iZSXzwjvuvDvz0q4mfvR95NzljdWqZGmTVUeu47mfQSWD+OUUUJWZg0Eni9etbcoI3u0z2ORL3ONVaUnyv3PZGrgVBmcsE0jFXQdWpXikWdQ2zDYw+M83GcYbDQTi4M5ZCrc44V4oFpGZWVjxgIQBcYVFv3pNfVQbg18gAfJ1co2Ge2EGtW+Pm+EWJxB9O2GRdCrMktvRAQC8U26L4toXyayfIrVJ0YaFQiiSQGtdam62dy8nLb+GeEMnJLTTUznmWJJaAL1Lr0rn18k/3tR2nrwYx4J3IdAT8EyYwNiyRzTl0nbBlq5Po7vk0mtrez7VobKF9flobjZZE97YN32UF82YOzjz9dp9LcZr7krewc+Wf8hkUF/e3yTY4V/woRWTpANq6P25zNpY4HO45TkbqMpKFvkto9SVkoHhpEFKL4lpUqtQGocW6Kc2wSA2OfQa6FC0lpBpljETsbDUazbmRHfZJUJ1RVXqlsXmCdtp30YmzlIJabMKSNHGcC49TpVQCm3cPZZsT+/0et8KHsXJ/KJgX6HccxpHjYWQuE8ktIJrs9Or0JLRL9LljtolkEUWEAZXAtkUD/pHUFFqD2aTlr6Ty+tUNX304ctMNqGQiw5HQ5RkIiGdMlFESf/HhwBcH592xcH944DBWjrMzuzF7xlcSRMYt+gOpKhljkCN7Elmdzh2ZK3nXM+TMq53y2WC8GQo7TWiKHb+mMmMGn9329DKjZkxWcDKlRm3IsRilhrE4lonjPPNQjWqZaYYPs3GolVocrzOzRwGau7E0nA0neEvSeP7d+VqG4ifKr40BWKCNaxDLtgjo+o0vTBy7MmWynjc6gi4bPDTlL1sFErJW710oB2+ZyiWCEBHEYn9PWmtXKGCb5mgN1ng2H6ELJLTUAMhqDE4GLrXremPit1DxbHTSjjztf+qceP1NGwFET/fmfdTK6vXaEl1d9EXaNn07m1m5wPwXKGkzXyev9+MiWdCL3ENe+u976y/UnvHSfE7l1PZjmkf6fheb/lRWOqJQ222HR6BZyWar4fbavHs5wUXRCiIS1cUMbd78sheruVCscrPLpJQjcWpG0mD/pNY/qTav3lv0ocu6K3HtruuIYtIp2i+rklP0G6KEBV/hTQ2zZbWSk7Br0ZB2cd6sgAV8lASwih0fmRXSsOd+LByOEx8OMzkr2hq09ZrZ73cc54lyHHmcY4OWY6nUR6jWEsQu7HPHcNMzpAw+QrcjZ1mTz0mC/ugERLJ4s9BaiYssj4HZK9M0A86r/Y75OCJeeDxWhMKb/U1UZS9BtVeKCIfZ+Ku3I2/nyvtDZbbMRIdmJdVK53O0SslKKTNGtKCQqtwOHb99k/n+7R29VsZSuZ8rWQJ2+ixN/I3PbvisC6h1qce3fsHfZ9yCFJC151ijFfSxGse5MJfCPBvHMnMsHQ81dikb58L9Y8E02jx7rS1HqGfvcCnlWafJGz34o/t7fAv5pQyAiPxT4APhgBZ3/9dE5HvAfwf8C8A/Bf5Dd3/70fN84vWW4qFLibY51rgrgR1sd6wCQ7/FpF1LBp99Zg56cVCDVbYVxM890Ph3/YTwCq/vaBXQQ0uCXvz5fF4i+riMXC6PX6KBtfHaen9Bl7zGjvqYR7LCb58ImYVbp5t/nzm/B//+tEgaDfMCjeqygtWobG2Y9dahWJP+bVNu3zgTLsL5nhMKbd+IgIyWfVsr4JjC7e1t7H8ry8sJ1QvU6B2fWhQUuRtvht5bfmpxaGCXE3Nrk6xJQkm2Qq/aIrVlPgXjbr9DrOJJUNJaqCa14BoNywbCOai7nqQ9Xz0+cv/ukaqQtMO9bhoEwuPjI+PjAddEUuWz3b5h1ZVpVkrXoZIZcsBLgkHKQCRX9wnwjk6ag+S2QhoLtDl7JaihhnqwgUDpkiN15q5LpBS9imLP4Mu+UoJNM1/+4i13u1283yU2hblJfWwr6VOwnYAkmdKcj6Hr2HXOb+0Lf/P3fsjdPuNeqQV+9j5grc/vbvi979/QUejqkWV2KpVs0ZNKEWbJHDxxP1UOs5OyMB9mjq2C91CcD6NRK7yvhamGV59EI+di0R+q1rnVcsS6KPXaO7OsQ9oa4KwK/OvypZ8iv4oI4N929y82v/8h8L+7+38pIn/Yfv8vPnYC39AOn+P2P/ncvOmPgEdcHG3UKSO8hmUvAMSR2Eg1rrG4IZ/Y2+ZaCVX1eMktiFunTp9XeKnPUUmBKFhTbwrrFI3EtiCb82jD7xswtVX6W+W1dDwFVtz5ciyRjIs7i+relh9QR7wnuiS1PIAEshXcv8qT+gVOenhbo6GbqGc7vjBw3lhOHsq/JQitzenZXC3Fdm5hLVutQjAvYj+A1SDqYrraHGzqCxLtVFbPGLiKhzGQmM+4ZNQGLDMEvuYOvFVnao7e9UlaK4lquIZyW7ZxJFW6YByQU2sH3cYV1csR7u/6DiRw5bSh9NZlW8VaowlejghBc/NNLTx0F436Cg9Pe5aoiK3Fme3IPE0MXQ5D1AVM46Uym1OnEW95jqzxvE0qr3p4ox33x2hD0WdhP2Q6K5jPBG8/qJ1428vADdnEnMszXNZBrdaiKI9tM1PUJqRaSYMiJHadoDaTa4Ic9NwlmlNxPr9NfJY6Xk8DrwZhHic0J4onxvmGnz+MzKU2gx1G5bbfscvw49/a8cNXqeUQDJLw6rd39KlHpdLVB9Sc2qjC3iIWwzFJVB34y/cj/8/P3vI4G/vsfP4KkjuH2Xmc4VDhMCvTXJjNMY9tHMtslNZnqJgjkqk2o40IkRTOqJ8xY2fvrTXISHXZDvKbUeavyXcBAf1t4N9qP/+3wP/B1xiAM/x9WTAX1bGnSUmBm0mCWsKj86AyLjszoc2DaqF/dNDUi4KixSVc5OmELqnjRVuYhRKuEthudciNvihyai23Gqw1GliU4FPuf/TCWTr7neZhZS25NzaQbDx2b6NbtmO8SPqqQCvoys0TNfe2efhTGCfgJiHSoZvkNWFUI0HuLHS0+GO7/kLVhBYmXyjwC8lqVIFk4RlW98ZZZ+0Cumz5KSJrziM3+AeEuel1lYRpY0aljNqS4wBpsNnSrVWTNdgr7MiSK5HUnq+ntYBOtmOv1vDraOBWLP6WSuxpu0+JgrQ+QE7KTt9Fb5pSwjmoLUpIymYXt3BAlHZ/7qDOsnmLJqGmTKkePf2bclaJXb0CQ64gHcUNaV1USylMtYGhmvAy0adM7hNQGPqeu92OOh04TDPTnKge85A1MYujPjHIEHDSTcdxMvpOuOtBPSMEu0dyAoRMBSlNWbcK4TaH0cHSKBLsmhlirbUeREmclCG1YscsiuoOq62gsTl2grBT2N/dYjnzZoLPhw7TgSRwnCoPlrjJwtRyYENSZoebIdHLzA/fDCSm9q4GM+uuT9Q6gbH23l88SCFUTNLo0vruofDT95W3ExTLDEO0y3h/KHyYjGk2Hkr8eyzNSZmdqkZxw1p7Z+O05hcnb1mT1+p5Fq9/KZi81BW/jPyyBsCB/1VCK/3X7v5HwA/d/S8A3P0vROS3v9EJfatgnirlhdboXptC1FOxkYZiDKV6UoytKy2w5f8TXrY3kPFZa3rhzV+d97ZV3uXflo1EpOKeG5SxMW7Sqkw5RTjmhaWvzApPsBhGWxNcp23hrjF+zpXvGmiuc3thBJbI6CMoWajJzQHL/X7CHgfrV9zP4Ku6Wei+PZdYa98tUWzV9kJdRqECbk7bQHAd+MoYocFGfr438yVj6LS5PERu4eQJL4n4oFE6ZXJElX7JS4Q1xaQi7TXq8p6kUZkrAl2fImPhUXWqfqoTiOtHZXJu33Gz1m46tQ1DnOQ1cgwq5Jaon+eCExvVFJ3jxlPAnuHzxG5WnQp93+MSeL9rR6dKrSN9l7jd7anVmUU4HGcO04FUnVfdwK53+hQFbFOfYTryurGJKDOmeXW8lr5YKhNZMysEaUL1SOl2BqgztAhVJTI0StSAxLSmdd0mbUZ8WR91RlNAcDIXdlnZqcSGO1Re7zNmMz++3UeCuQqaPKIMyYhWpM5EYV+/vk+1siri4D3F86kt2Xcszk/ffeDnDzP1WDi6cyPK7/7eD6ll5sPxyHF0xsk5mDAVYbLY1c3FguHTOP6usZ7d2x4ZK4HheThnhSk3uVGzp0bi28ovawD+DXf/86bk/zcR+b8/9Ysi8gfAHwC8/sGP1s9PNM9lMw0jpbS2hZjnGSEFBNkCdPUo5V+lRrM37SKcd2dNcJ46qG6YNr7sqnROO1Sue7Hh9wQ7ZKXvuRPZt0X0VDnbSva9bawSwH9tZ2p7qq7KteEQG6MQXOHYX1bUz7D2mMttq+KIEBZq40qX3MAzUaLQPP8tE6jdnV6NvJoRumQored+XpbkbUAsTUktWPwZQ0c2+zacxEXDO4tQhubat5xiWH+xpVK4faelrFVqUyQnOKyTwPXV6somq9KIBBrepteAqERjZ7N+6MjWWmo3CC2a5fWYGX1W+gyz5tjS0aKsP+c+lFstATXRIDAXPLUcQgW38H6DCbWphxGB2iJcUWprDRBN56U1ahN0IfGarQwwcPp8ThN2K2HgALNWZ1ADn1cV9l3H3d2OXUvgZmBQh7RHxRCLZ+SydMN1knuDKCMRjBhqmUmNLnUtd9LWUls/gtABJjHfy7OTxQtuMO3yeUop5sIVSUuFbHQWdW/V0iwG0LF1h7GCt9yEpEzVHIW14iSPXJ05zFbppIOWjD88HPnyYeKxdrx9nJjpyPuOH7/a83qnvLt/4GGeeZwSh+rR5K1YJHk1ohcXwUhRfeOx50CtbReyU9YMs2gEt0K62jUUpK4GoFg9kQT9krf47eWXMgDu/uft35+JyN8H/hbwVyLyo+b9/wj42TPf/SPgjwB+9C/9K1fM2YlKWWslmjzZmizzZXEsXqWflN2iaLRN2LY5j66UvvCmtvmFRfU8p87OWEi+FCItDcwMYklvvqGRuvWNol02dF+V9nmUc9Wyy7IpTmUbgmwNxPL7Qqn8mLgJp8KHBapihYqeRjLC0ixtOe5qNv5jcsVwPLnXDX32CcNIUuRZpHI2x9v8QnMYQNctLBfjc3YZSeRW+WuE8Y6YsUFnLIVxreo5hUHIuV/PoW0HNsfo+76tS0MmmpGMM9Y6rzu8pSwtt6CtF1XsItZh0X6BhRbaaLwiLREc3nBEf4mCIZZItB6nTUFkCZ86N0cktUTxQqE1K439Fu0KIo9S1yLBvkUMnUavnghyLBg8qpgUlj2fL9etSLxb8bfA7bO2WZXU3t3VrYr3dhuQNqZXW8mwJPqXR7xGiOdrI5LMEXGpL60YnKSNVUhBJHBza55+S5/jRC+ix8cDmnv6IUFrH5O6nuG2J2vPY3WOh5k3n33GXW+kttvbVJVqgpGpVjD3teWzSMLrEq1b9NiyNTW+RvK0fJ7ZJtlL3Kt4avnBumT+ghVl/oQI8m3lW2cRRORWRF4tPwP/HvAnwP8E/J122N8B/sdPOd/XBjSb/XDhXHmc+uecFkcs7msXkrOfvwmX9qzx2xI8+BY+ehrGuejXXOMaxHURefi5gfiU8K9+bEZXeO1irJfXXY/3az9u5DkI6GnhyvZulacLUPz8+LPrPTPua2NITw47RT/QFAdykRe6boB1jVzas5SgWmZ1+hSQBx6bnHiDHEU2G/ssXu3mrRUR6jRDLWv0WlpFci1OKYV5nrE5IBRlcSJOc3oenS0/1HX9Z49xJjfUS7SHSEKX8loYpQ64kyxIAz6XtneGNGWvzVuF2CMsnlr15fqbZ6u50QcCektezp5DRMOsG5m4ED2Y5ATVsTRw/BpZWnPHfUQ+QVsVtaQYAyKtTXRq9QCt5Yc7rkHHTClxe3vDfmjHeRRcmjupVnw88v2bjh9/b8+bPqCqqcJxmlhrHSyCnLnK2sGzFlshzoBtzhfkCe9f5k7X/5b33aktSjvJWgPkTvkV7Av8y0QAPwT+flMYGfi77v4/i8gfA/+9iPynwJ8B/8GnnMxd1lW8rAW3xocnteSZRU/yM+/DCeywwTB+qcTk7EWEeKGXPXoj3xOKJcLN521idIXcXFa2o11wvAXHjghDUBa6o2G4hXegHi/gspvUEl1s4ZQzI9eSj8jTMvFFMSR09QwC5ll2NwKXE62zgRzLoNfj2cJE7c62DJ7TvF4a1yvMoJPbxqJMtkdrS+5C7FW2NaLaIj1b7tk5wVLavM32Ipx2RdqcX7z1dok8i7iybBKkjSwgDb7b5jWq1fU5RGfm8PBXj45IdLpYbIuokeRNq8calbfStu8TBWpiwsBz4PtU1GLN9RkSQRGczBBrjcEIRZS90HcBq4ha7AuLkTk10+tzKGQRj81sqCxPepaZm7xv7LhlO8toVy2UgMFUucmC5dhYxj2KmQyY60xqTpKL0rlTcKZpYnZn3yfybmjUAWPyxmiRwOpjU/Xaop5mUFLb7MdbWxIVVsBKaBHLdiHZ+hy2z3l59ZblWT2ioWVNuca6SetabX1JaxhTb5BLbtc1idYcnqJ5W6kTmtpWnAz0daa48/5QeZiM9xNMFoVnc53i+g5TaXv4xgtLbXN6on2foN4FrmWFJ+P98wWa5LRZUbxTYWBWUkvadjD7dvKtDYC7/xPgb175/BfAv/PNzhVFEDln8NZTHVavf/H8RLYJx5P1DMwbnkPFtjt8weIF6jrJgqxOx8fYoZfeb/IF6wtM9HSANoMUitDbl8Og1VD6TdEsVMZTSPjcHJ1aJ6cnDz4WHQ2jNWFBQ2M0zpPe/gsT4Wqtw0dHciEf2Vj+ugT+LmzqGZaXVqT1vhdONDxZ2VDbZ/h0rwNtDy7aFlePnZ/ET06Et2K9qlFlqihsWotsoQV5AoWFV7zsrbxsWBPWycEVpQSssUYZhmhe80qyGkKj6/poqLakhWpd8w8QRXnb5B80+4wi6ZQsjRqDcIoSoeiX56FE/5wljxGwSwmSmJxYcQvPPgnBKKK1I1hyD/G0mgERuqEnWfwlIUy1RNvjGlHPkJQ+KZPXeA8sGGhKbGZjnNZzxYOuvShILqPfhMiSP2vPcvOcll5bLIlRA0sn4kTLRmNLY0WPmVEXbHE9tHVzlYDW3IWkXWzmo2B0HGqlHGcOs/NwrLw/TpQaFug4T5gnagkmYF0UvrPCifB10fs5mSKe11LHsmUB/Wrl16QSuHkLrUji9HFTLJuqny1mL035qoNliWSUb5XEqTbg+cm7ZLF8XKEptGRebfv8XoIam+GfnJtY9M1Ld7EWZltb4F+v/BdZwsnz+1GgPoG9PrZchMTS8fLs89X1f4rZXzvL83+6/n1xDbYNDtL6xjToI3n0ma8NSDAP5RFbNS6KaHPXK2bcGFMOVQyXFEpPWv3ApVjj/nPywBZJIhG6K6xnX5fVlbVRI9mXbAZprCCP+09I45Usij2SmbH5S/OKpUaX0bWleJTgZe1IEg3VNAmqKRg97gj5VLXdkuuJOG9RWyuqZfn75reF8bLuGuctHVnCIHZdFEllzWhDfM6KAl0xL7hEw7haK9UsAkmJtguzxx4DvVWqC60v6plBP5vCZgSCC+FkWRRfi6yW/SpCqxO5lRYJrpWxYWLrhoy3tBKX9p7KqkgDc1/hoPa4bdnhzzOSPWosTJl9ApQiwvvHIw9FmEanuGA2UVrENlsJKq5dh2bODXq8syd5GtXbSls+FSpG00X59UgC/+okvNdTYcTJu4lwPIcd9Xj+S9i/8OurVJIlTCItlppXcNlaYJHtBuqyMARW6ihnSkM3kJC3MJPN4ly8SiCYGc8YD4V4kZuXFhWksZi3VcPFWq8YPcenl/HaicZ0AQUFzczW0NEp7V5EBCtlhZhyjs2vITorbpPnS2y9xFSr4pBTJ1KR2Nkp5LSEsp5w6bNd3NxX1VlkWfgSiVSLHbFWD3DJmTio1/Wl97YlqC9GfqlgbmOfWwfFaPPhlPaMRLeU4PYSiWOt4jlpCgcCQc0oEsYxcOUcPeil9fHZsK0iALCAgWp41LWxNtYtIgkPcOksyqp4w1gJwVJIRAdPJK1LKSelFFuVXCi9unrTC2dNcGgOjrlDCegGFJKyUz9FgxoREh7Ysq70Z4OcGuutGT0r5AyuQbm2puTD266tLgPcjC5nkKntwpdXlhF5YFi2ozyt2jDqImfV+e5Oau+rWfRzMokCuEX3x7wLZaVAn2TZ3GUrlYq6Nc+/ruvHUIovMFDMQRgCiX5CBK17Jv7zWv8/7t492rbkKu/7zaq19z7nvvu21K1+Sy1kPQEhjAICmWdsQyAkBgOBBJIQy4mxGSF4AMF2wCYjMJw4HiROsMmwkIXDI8axIQghbJAtxxEgEEgIoXc3Tb/U3bfv8zz2XlU188ecVav2Pvvcvv3wGHe4xug+5+6z99pr1ao1a85vfvObLHPh2qisknA4wlKFXBTV0Jg9EtRrhRQthZSmqGZisHXzINP19ude7VPNafpDsP5Znpl9dyPj5tgAtE+KTMmzOhHZi27Ub0wfDQDuVVSDXPHC2CPda2M90WpGeHM/PcJCOXZsRhBHR/XuakRq51VpoNMxzLtzz1TZfu7g750YEfWnOpOCLdBgpeCVYh5Xm2vpcyMTXio6PXJ1Xut3D8NiK29Z1xT4js5S/a1PZqo4BlKPIf27l/Z+hKDThuSU8jZaM54wGMTmR1g3CMWFybyiF8gq7ITo85YJMaPFNsXo7zruIatwjLoBBl8z/nNo2u3q51rXavsfdWMyobKIxNgIDaqFYbBN2QQ1HTIM09zZT4ekXNsppURKBRNECuzuTMylXPA6GBMWxIu2bK0bjDRF1wktatAiFSe374qxet2ubxQiMDjxoDJflJyXSMaSvKoQvD+CgnQ0YJvPdY2b456oCdZZH1uT93r997QoQ43llWUklUwmksOcopGUsrVvLJGLhyOHSckZTyoX5+Rn/08cl/fnpWgjY2yzJT177wiTr/t987wba/Hfmg3AR72wKgvdT0DOmZJhMSvkOD1ctfjFHpzeoB5jQNftjb3Pveb1MXmME7d8075NyUXwfbrCBcdIQlhCrR66Sxpvnud1Y7z1qGRaXJsQRbDG2LL+120PixqMapIaa8fQI3COzfVzDUAnloe4Z80aTFPv3fVgODM0VTdJNRsFMHiIiG2EoTNIFuIXw5uDGKwQzIAWTxQXlCDJsiNDnK7zmeCwTlYb1ted8dS3rUSX/wgFsidDg9M/i5iorAyevynGI/dzr5IcbYtWQISiJnNcjekwDD4/xfMP2aIqcA5/aH0ctDognVcaBuuvW73oONh6SlqIw0AsgSTZ8HNVNOWm8qlijemLGNRi05g8mqvPioNw14VoN2btGAx9UyEX6mZ3zL+ral3b4Ky6eqVzDsbMmCzRvcywPyoHSVnmaFkPKWSPikQilT0kYm1sq0Ni9Remrbvt/NbOvwkf9hv8c5uLZzNumg2geqT9QhARcs6EODN53FAMgvENIlGIxTHaOAmb1STTLPQPpYfbHaTTdleNqGvtiNRVIkw+72SWVKrhMkMWcS+2UQRbfDJ9d072msLEOpF29LVoo6uAVl0/VzvYhiFyloTz6wyjLbQHP4hteL1nPWmOexs8MZZKqZi8e+iT91FnwiOVPJIluBEqnYpmQMPRzXdN30czVs8QmyiarnmO9Z5lIjN/aIrtEVIT4YbbGnyXjK+uDn+JlURF7+k7ppUZ91AIxUTJosyhZKIIYyxEZhBdcqF7+GpytGlHBaEV43WyvRMbo6P8mmVby9dYhOAGuHjyVrMlZN1bnAEqichg6yXYJ0IezdFxrD1GfAMMxGwGOoeA5tIkP2Zi0hLikUIsGYIyhFn7bHb4oRotizQM4rFnI9tGKp7QVJiLNaOv1epZEymtGLOtn5rnKOTuebN7N5bMPA7NwQk2MU1pta31WhOyxYu3tqjaRVr21qKpuwZt96EQ2vGy31gVRQdPDBclByyysH4AACAASURBVCGVyOWVcvFaRrWwKrC3Ug5WwjKbZn9JRueVOIMyumPqKzir5QaLrVeNNfcTm5PzTBtdFQ+059/OA2TdRryA46bZALaNuilUeqUiLJMyYDoeFGkPSMxGu0qirU2k1hWmJiAWw0BOheiYrFbkR6aik1IK0fMBWymh6gUZ3Uvm9TtLpPOfq19YPfCj6MhG5r9BMMd7mz2dTDp81yCajgZaBMUZVWU6X4MiO0+vbgyetCzFdGjWvs+jmbrBZrXK2p5BNLGMngES88Vt12rsnMrewQ26fbFQjkyDzagT/hAR4mxmjbM1MciAERWFcVTQQNbBv9YVHWNkFgeDIIJ1zrIkdDoSUg/VQ1c/7VYEVeemetPO4WZK0KvgZf8WlFjVcL2GHgbzTbnCUwGLZrTi5P5ZcehLTAxO3XuOGO8dtXaOsojkmiNDmWFy1FqiMXGCae5E9/iLi82V7IwdrPJ+kFrE5ZGRdslwMfgsijRtvRM7O4Tdgf3liinKm5wWVUUjRLEG9sa+qrNZbDMQi1hyGUGZEtWbS0jE+g13f+4bRfXrJauxvzQUhAFKIYfKGPL7HQb2x8zjl/a4tBw4QEiHhYzZnrEY6j5mIWgiFSWl6cutx4jl+NJo0YQppUS3FcWkQ7ae4/qYvPr6DG2fg03K+HMdN8cGIEex7PYnMXyusjAsEWsZeiSaYY+RxIhkh1iGSChWKJHzlPhMNSHq3ltQk3MYgiU9FdtEet5Ew76bHo2FjuKZBpE4MURKVdEsbhBw99uvxQvJLMFV6AvY+tighYPdCp+MbYXH/HWfq4S5+sG1Y8BqJpIL50ktx8cw4DpKzq5RAgw1/O+SmEVbyK41QvINsKI3w8yrav1NhvnmthX0RrM5MWZRvTqzVjDPiCzbe3OZZJOtX4JdV91kVdX0ADUSgpfSh+DwjxlMKVOntXmI1qawsq5K186T0EkoFIIEJDjsQjAp5e46BuvxOHmjfh8GzEijaglij9iqZLnVE9TIqUIXphTablBdB75JxNoetM6d2gqd+ftrBDUgaMnNfagsLyvGUopX9s40NJYUJTOTCEO0+5cL81lEsk+GuhfvkWRdc9HXweAy18UWE7uDMe+yzIhaKGMm5yWLxYJA8LW2QsU2KvPPLM9T0K6u4/ghYsZfS3GZ6fYXWstUj4RThZ8yxAg5CBLmlHRILiMF4TALV1eJpw9hf0xoWNj9LoKGOZSCltF1DwNJs+eSprjYl5OfXyCEOMFbsFbp21/H0TFtnPXv2yCyygZ8vuPm2AC6cTyuVRk6tuDFo3JbL9m8oOA9Aeqk1xDek8QVzggBV6LMjo1WGMInvM5rmLRI2ndvvWdClTXuIZ3jrqW0/z9DSLdGD52glestmyqBAHXhTB5mj4fXJJ4ZpCqgl63rGB1fuet30G8AgCWKQ0FKsMpKiV2UY993fR9lPV/Rn/vR901/qDIJ2+bXjL8ncBHms2o4rS9uNe4W2NSJclEyaiS3edAt9M/ufeYdGwVxGg7lrd2sGnXZvERP+Afd/iBXaqtFo+tRWS0+64dqJhRxFVyLlUSDr2ODg4Y4bzBPTVALrnAbA7MQ22Z2Y0PbHEBxOesK7QRkZklj6xRmMI0ovl5o8gytMdPRy9o6LBrxxLiwtu4sAZvI2WEx3xRSEWMKZqGUyKrAwSrx2JVDDkfYW3n7Ty3WMnJcsarGWM0/OixgMKwZ9JzXN6C6OdXQr901V+i92cbzjyH+jY51A2hI0OSdGhGjKhJaExDxku8cph20FFzjRpBoD1BKCXIhF1g1mpv9l92r87SB3VTEGSvVR4z+nboGIfWUsuuP49glHiWESRK5un7273WKT2MP9LNW/5FLg9HqORUVclZTgSzZGEG4mF5xCV7zXewz3TEsMtHue+2z6uXqJjkwGYM61jRdWka9v4/1hDu8nNLwWaNW6vq1xcHmSCGHGtFtzmsgYlDOQCYW65wlpeLxXWJbAhKDz3vFYbGwvWSrbpXSvr/HZEMQCJHIFL2Fyj3vr90/1zz06xjaIlAc6upHzVNtJhTbLZfpHhS8QlgghMIgMCMTZLTNxVVGa1/kwavxm+dJZ4u1Xotu+dYWmrRr1GDLdggmO6HdvDWnohVvTayzXo68lzOpa79CZ5OSZn32JiplbLGaksvKaxUgEVnmgWvLxOWV8tSVkcevKBcPhQuH1sw9C5w8uUshoENwBpZSohy5FzARDUqYzseEDgcvQrQosYkYXmdsspZ6Isy/qXFTRACqULywQ0J/02NLcArFmiZQdUMCCW08/bJKzVjHHNBkSZ7qtTeVwaxtkRl7AeeiR+fMR2v7Boxqrf0kRmYqBlM3r0wbt1fXbmxZ/9nx7KshBQy/7wz7NBfbvFrDeG0JFoLopF7p43p44BqkhhtRqewpNbgCOHRPyWAJ17QZIuTq0rkolZbGMEFNTpiEPwTZjWjv/1s9pIRIKCOmjIonfMVRNa+iNKCALMGaqYjNdfEHvnr/5GSYtZj3rZ4ZwFsd2ryaVEPdYJQRshKiwR3WVdEgJtXJy7dCITvvJmSWI7No9MrcIk8smiC3HEM1htmVPSfZY3tv2sC9N5P6Q5MtyXZdUlvSeAJeILgYmEVg6uctFB0ssT6Yh2/RlOCaZAxiqpdtprMyBK+Ir+QD/0z0tW1rbGXzEmKDtNRlHvzdLSIS7xlh16sE9QI5N9SCrWdruuP3SGzd1KkpvpmvbbJI+w67V5noZF2/U7aOxaKMVJRVVmKckYOQZeDwcOTS6oAxC8uxcDAG9pKSdGAWI8Ni4MSJHWKMzGYzCpE8JlN1KZHDPFozFyBlawhfxAv4siDiWH/JFF01aLGE6KSRo/B2PyrUOjGCdIowQq0hmhy6zQ3juYybYgMAWnJpzZPtMC7d8Oz8HZ1srr9PlUyhi+4BK8oIYlK27bAqFFeXlNbBKjsjoWPguJdvmL51X6pNJ+zvR69nurmeUFa1BVKO7ujbML6tVE1VSjBKX1CDXF7YUeEi+31KXFbvPRjVskVB2VUxKzy1JkDRfvMuvpjR0/Z39eRz71uZQmd2SMsFK7bgXqVKAnT3ub8P5uG73lCTFInNzVKpKVhP8l5nVjaPa8yqDqutEU/RSRJcpu2v9p+uZRKNkdUdt1GENU9rQXqywfQsTHpPxRsSVYdm8GPZmq5p4iKB2HIMU7xVkff2OLRzqAs74ZmGLZNSjv7e9cSYoDj/rv5a3Quxauiq+7T+3iNeb/d95hiO5hSJPwu+wqqEAmRjggGZGfsjPHH5kGtjYkwz9ksiy0DAaa4hsIgDosry4ID9gyXjmFmNiaU3bB9LMKkVNRpuCQW0fwYFqHphlanGlDx5oUYuoNrN7nMfN80G0IbrffTesmmA24IXrWJwNo7D5Y25UCfevPaiLsY2PfqeI8A3hbrwQ7MoKSXjQ2NhaiAjgxBL2Pq9xw3zlgO4rsn1PtoXhdgvDss06Ynnu6CO5ha2v6fz4CuTI0OtNK5tKxszqVh3jdqspure999UxRGmi7VX7amZxB7E/1aCyzo7blw95liCR4vbWUfq+R2Nk3yxiXPbRi5aDCpoU1nzIL6esrGerH3mdK+Ds3Hq/SySCSUziFVt5XZNUDWIikjzdNUf3Oj7R32tJqr7jV/r97UIzPIWE6wUKSG1+xSidqqXwXFoPMdQC+G6OxzWJUXWjG5X+yDMjtiwtdqTJlt85Dawvr66KCv00fT6cadmR9PofYCsybeuTHCHTAtWxb1hD5SBZS5cPhjZz7C3Ela5YEW6CciUGAgaOEwZHVesVolVUrQoq1HJWrz15gzV0ijAtnFV5026s9R277ezk555HFkLDsf2hAP9tykJbB6mmkdeKqe+rvROO0fUPDl8EW5EDTAZ0L6Vmr03OtzReffO7BknioOHw+Jc7UBJmRICi1m0bH5y/fhgmuei2oxCfTCMyub0Sg/rQzTvZFtGv4eJNq9j7d+67q5uS4ZOlbHBvIUjdFM3icLag2aaZhZ+q8NA1tHKyvar1IGFtSY8hxTmsarpz1C0hfvVA6pe9kQ/jY7pJ/dyQ4OhLIrwSASQ4lo7IlANQ6DJddTNpC6VJqnr15xLFR2LzNwNLyEZUcB0nhu+rGotFi0iSFYnVgsNJRus4+c588YnIIQ4M0KCQ41ZbHMxNMXOXzsWiPVqNkZSLwNSoxZj+QSHptTlLXqWkHvOserkFD+una/6s9TWANOSmTayo2FVT7s0yKXbEMWcJe2blBPtW22Cjhjt7ASL6Lj95mYw1R6snyt4FC+xS/gXZ9UIKxWk1PmfrlW05l7Ekr8UllnYH+HqStk7VMYMY1FvVanoYHLeq7QiJ2vsvhozCaHk0TZUCWS1SCOV4v6KuLKoeoLejH5okJ7JiVAKY2UdhqFLGh9vvGsuss2jf6YQ1tlEx1TdP5tx02wAbRxXcdm3IHwWnjdsCW3xbkY6/b3vr5uLwUW1sXn9vDHjbDGLh/E5W7l83f8bnNO6jQXWPJ9jEjo9DCQilvwMG5hhmCKDHgvcHEUnPZrq/R478maOohp/e5hC8YSk9yM2rnsmmfMEUpiFyqpJ5tpVlbbi1ahHojSPYmoVZsOe/W8VIqlJUJkWfVAz/mWtOndLFKCdgaB67DjlcILlaqVcxWsz6qqaTmfF5qFU6MjnafPhq7BMZfaIfanXpOjE58dE0YJOEcf6mqjnMhlora2gpm/zd9ZuZ/W1aTOYLvwovVQbZDRBdptqsdWQ9UdTn8P2ff063zbW/hY8t1LYLn5oiV3LT6Vm/IEmo9K+V4OzatbvMbjTEgbGNDDmxJVl5toS9laZFAKUSAjFKOKilJQYs3UNy6vISkfLM2qhqNWcqJ8DxdZLDzeKOznFI/QjyJViNPPiUWld889gu69H86zf/0IgSzc5C6gbddFKuS70cmPl0ZPxRyLUZDOVC26l7JWtUA1uSonsHlhRSOOk9Z23fm/dBHyffQZ1zb7I67rXcp2/G0btGH339yKTkSodm2WdJaRt40Gis0Rix75wqCE440qM7bAaEzkVa11YsovOTFHY8YVw3SWxCWx5xAdrG6NFJbS5DC2UX8ecDb+e5nvqA52PGI1+bEoH1PmqSXjxC2lsoPa50K5RGkxlf4tu1CPeCJ3q7d/YkLWNzn+2DbBs/A1qXqUf/TNjpIL1zWdiFdmdmGa/foaJHlqhSD1qgNcl3OtP++96jJbg4oLm8U/Gv6696XNWQ7FZMBX8mpTAsgjLrBwkuLKXeHovcVgCWSMlDOYgRVMZGJ34YKqfZUIX1I5tTYPEKcLTXHRpxPb7xESr1xTQ6KRkZ0XFaJXSRyXdj44amYY4W7/+I+vhuY9njABE5K3AVwNPqOrr/LXzwM8CLwUeBL5BVS+KneWPAl8F7AP/qaq+/xm/A5moYbU4So/4Mv5eNzSwZpS2LazqeW4yZLYxZrLvtjHO7GF3zK0pj8qkd5KjWKk+pghYCwpLycZwkOJGsgtxVabEZVg34NsSwKqTAW91Be7pFpUjBrxSR/tNoeRxrTdw5cMUjU2RcRNO8sloL5fOCE/yy13SVq0RRhEskaJWeWrFZNPGYQ1LYvuciBA8CZjzhB9njwYCwjD49WgwdU9PvIZOEsKarBhrxWpEeljBlVWlXpu2Tatyt6RYUr0pMNZoRCJFXV5EMiFDGNwwicGDFdISUSetGgtFpQJZ7i1ueoV4gFQSMVRqbzGulG7fGNSLFqFCLYPf2yk6qvBMqDkVAc2TFlSU7rsJDttEJjbP5FVuy6xUJ2nt+5S1cxAMWhPBn51uJR3xaDsotq5x7SihDhMaFGbSFSIwlBW5KEsJBJmhGkklc7gyuC0prFCu7I9cPMzsl8gqBXLOpHxIVCGryXCPhw73lILp/PgW4wqfNYI2yvFU/NVH1pWJqFIptXW+bEZiHFDR9RoXEaJEo6P73BbWN0iR6FLbxe1i9ER3cLbT888B3MgW8jbgT2+89n3Ar6rqK4Bf9X8DfCXwCv/vLcCP3chJmKJibsbfuPhH3cXgLeqmZOh0CSoc8Qra8bWjflaDueGNH5V9WE/yBoVeCKA4hKS5M5waLfj3JHagmAfkN1F1SuBM1745GV3itTv/yoXvZaunJF086sWrGyX39tUmqCVlA8d7Y5vjuPe1V7ukvV8uVdpYEau3UEg63aNabKZaw+PtTKi+7qHJdai0z0/0w7L2uTpq60CtPO0ClmvyN4QCYZK5mKKOSEkuq6yREuJ0P7t5kfoZKRN11h2PHDrcu/tcf88bjFfE6ZHdHKi0yKj06ItM0UY/Nj3soMVzAu5IsDmchdUcjDxFPfWcO6h0bdQGLWygU0EQybDWytDntFKfJXcRx3FjPaLpn+kYFgSEZYanDjIPXTzgoYsrHr28x+N7macPCo9fPuSpfeVKgtUqkZPXA+TMmBPjWEipWA9fFbIG67Xr0tXNBWrNqGwSopgdiGI04sEpntZgyCQ7+vtgTpBVFa9ZpbbJbX8OLQ+XHXD250p1Svw2h+j5jWeMAFT1PSLy0o2Xvxb4Ev/9HwD/Avhef/3taivu10XknHiD+Gf4DkbvfbqZEN0M/2uCqy7pqaxfu8/Y4smu1S8iVIEz8CQLmyJd5qnWxs2CN5UPFR/NCAN+R4hRYGZecVasHWMwVkJR8/6SRLtxHQMkCUiRtiE1r0cqG8SshyAuURGISqP6BTHlkYhO3+c/yWaEJHgvBIloMf17b0FuzVbcLhXR1oAntB6vG76fN9yp0YJ5fc7A8WhHXExPDWCx5G+pCdJEUkFHpTi/PoqaFz7YfVMi6GisDpcoyAwMOlK8JgMcQ69eaxX0Kp3XfRxilk373cIFbYlh6wBlSUOLFMWT3gCJOBuotQRoWBMtreuxbqc2h8ELhmyDjZX+6onvba59jVQUqLB/hfACGMtIh1YlXQSCG1fjNVWY0bttiUFhtd1jxJvQFKjkhurDKlZrMFFpI0ONmrWsG6yotBJjPy/xaGhGIFc+v0eJgel5qx3L2obDwvlY2kWJ03xMkbE/oxrXMPGUEqPMHG7MxMWC/b0lIwvKSljlA39fQbOQssk2Z62bmaIxkFNCZE7EIsnkNiQAs8XCz8P713mCt1ZkW7tRd/QaHCmkIh1U5EZahNQ7AGr1K5onwob6++q/a29hO66vkGonBLJTQZ/veK5J4NurUVfVx0TkNn/9LuCPuvc97K8d2QBE5C1YlMCpW29vr/ewyFZYB1vgU0en47E065xjQW8Mk2c2wZ25YX7bRvadXmXSiayKiC315vBCYcKB/Qy7h8HULwkRKWIMBw+bF0O04hKRroBJ2kITKl5vRp+6GWlt6VfaT2DSsxGjwbZ+wGoJyFJZN5uIuwSqhILWTbNGE9QNwGWFa8FT9b5lvQJgSribVo/Een717gUoziICCplBom9+BpZaNYBYW0IZKTJrIn8VPjXjoK1OQKUmWv3v1bBRmV2hXaslE8WcaT9O/5kGLVYzKHY+NQE3yHplynFjbb1tG967tl+blWJrxt/OtVY5B4+iZCPhqAxWza2QZfD7HogNFqpqt/7+FhXYXJtsSgGp7TrXoxfxojT8jjWYpm5abePo56/fQgZqrmY9t1OT1921VMXYNnNWOJhzA2TsXgCzEElaODmPLMfMmEdyKqQQ2JmF5smnrMbh93mIQZjJnCyBceV1J2KKAtaYffSHu8qFW6vH5nD23sZawrw0NlKS6X1VzK/P3+WSTHwyHo3gczGxvD4fKOLaVdAE/57veKFZQNvW+tYzVdUfB34c4LaXvUo3/tYmph+lGBZnBsS80Wooe1x/kuDdsoFoNQgmizAV9Uzf3d4ripaBxMrwzFhVLEGLUVOrxriIwGyg16qfjunKlyptwwhq5nYcR6se9POezSJaTBlzfQPsjK4OHFcGoqoTlTNE12bpErHOgKpGvV6PVLx7c75E1jZldRz+yJxutXLSibiF9UUuSnaPUkXIIuRVtkYr2ovAiVeX2uY1b5WytlGt66y7qJpAc6eZ/laHsXz6qbVd80YIBMdFGZtzMBWgXX+bEDfwm58tUtzjrxu9UB8l2+DdcB5JBnff340iTBLPTDkkF9UFfMMoNIfDXsMdHumqmIN1R5MaNbqR3Ly2bu1MEUBikx20caZb56nWBqhadWymbsiBoYwMCCGa3lGJEcSi+cViYVW7KGWYop2UUvO2Z/Pox/XzxiJvrXUsuTiEmNegGzuxqc5kc77tvNdvRP23fX9CiKbGWib14ZxHFFmjfBoJxbrTBclH8n3PdTzXDeDTFdoRkTuAJ/z1h4F7uvfdDTz6jEdTvJvURsPnTku9aKSh8G2lTRtEn2BaozWKe+LZf8pEv4OJY1sndG0jacc1Pz7kjNS2fWXVWgSmIES1tovViY1Yg5LYw1RUbzlT+3qWEJpKrAjkoIRg4WYlcSKF7Do+JgHtHsEweQ7b+N6hMx6phZTa2vnh0UIVJ1NnutTOYOJZ3+r9H7fegssJrN+DiQZbfOOSEt2vq9z+yRNMLaE6ecFFlZpIjxienfMk9VA0k9Q86ApYOMpjHP/OY6/UPoMS0rTO1KKt2qd5guLMOPdNvUVLg782cxO1l7GWjMTBEoOSoKzPW4yRWoi4bjS86KymcouAZIKOhGHm/+465dlvDn1az108AprF4gl7E2cLqu7ZZzOiiEeDGDTW6LadxpBOEVBE0ZKYBY/LFCChWiUgZtArmtZD1AKCjqlUCRF0EGz9nraWVIEBZYmW0GBHqyuoa02s6Vldn8EAsZPzORoLOsJYhGtLbxQl1qrREsEGhbZL9Rs02QBQtesZrbmGrVc19p/Zlf5aq3flUjKaPYM32Q7NJuFSLPB0FdrQuvMh6zkIKa6qWnNYHUycS8HkR54/C+i5HuEXgG/z378N+Pnu9W8VG58PXH4m/H9taGgJzbWXCWRZ97BuNIFpw5NIjtke68V1GBztfb0XN+GtWiCXREZJJZuwWq4/C0mLa4nnlnzKeTRmEbFh+pveUPUG6udLKaa53r9PxjXNpM1R/1QrQMHmEJloan0SzrzV5IbN3OqasBP//Xrj+hXRLqlcXN6tQFGj3ZWW0N+ch40jiBz5DlNc7Ddri6jqOrGk/ZZzZT0uKOLQttYGHOtedt2ELak+sZLauanRPasnLEE9IW0Gp2rs9//VM64/nbCztjAtr+EbJJESFxQiVaW5jkicmF7BalKGogwKgxRiUa+k7jzxmk/qDPPG168P8SSoJi90s6hNXANJKJPUxNZRo7+8JVpxYFUTTcrZN0fZhHc1kFUtWnTvPyMs84IDZmSJXBsz+6NybcxcPFxysBo5XK1YjktWqyWpJFIJ3hp1I0KpSW1VZkFMEyhEZ5qVtcT45vyoujCiQ292SL/3Pjf12R5zQWWAUB04P0yzaaZVlcTen7M5jH2hnuB6RM9z3AgN9KexhO+LRORh4AeAHwH+LxH5duAh4M/6238Jo4B+AqOB/mc3eiKtjZonVyombrteRjWSgxCHSBNgC9stTzXkRYM/8VW930cIdJrPgMM0W/jTdZjXMTEbNFqyUCq7x5uCg/1u523vTXXRixJbExGBUoizwWUHXMvcvZQYo3k80Ly1qvA4qHYet3n1pZRm3JPDAirWMakIDNmii1Yxe4PRo0Fu9i2bMEf9dzOa3d9VtfVCxq+CDrIzKebgHHvLSmQVxPX5gwxo7CS8e8jVcX+VXoivRo0WVWWlQVp2Tu56YQ+qoN5k3fSh3AfsDIJ5m3RRSsQYAVUVteYgpjkJrAMhG3ABE6Ry3FCD4bHs1QKIfPM3vYXXvPYVfNd3/SXO3XKS1aqsRwGbx/Bq4No3ocrJ1XPs3njsedREciwwjocMszk7i1MsVRnyISeHwn7SOqVbxuQ4rcOq22W8TVIBSskeoTklMwRKtgpt1ZFS1Fo3jnCY4TAVDjR6TY6wKsJeyuQkqM7IumowTaX75jJOCd4wdEjDJJGdtRjkGxRN6jeli1o6uY/aH1jLxGzLqoQybfJm9D2ylkjRhOZi8JJHGamx03yO/Lj2NcIok4NSn6/nO26EBfQfHfOnL9/yXgW+47mcyBoOb/OB+qIgmNEPAfI4ebWhVgSCTaZ1NXGjUzzBZv8ZzFsc109Ufro6VU6K8WSihA2Nbw9PZdYpQAp5qcTBjyt+0jFY2CaToJfZCIccNFBCoCS7ebNB1rpzxegLo0SSTlhpjnhC11RJVQZE+xDcQuoKo9SnsjbYyMHwX0ueV23KOu9+rg5tmOdsrA46VoQoUNTYTy1BLS1xWfnwKTiXvQtbTX9HoUSXRR+BSK7XKN7qE7vPA4UsExE4KFjrxGpAeqqdQBBiKc4SC9axKUREU2sLOm1OpiBb1Lx1LZbsDxosQa5KIFoNhhuG4u1CW2I7m9JmUYcEKzVXaZt+ZpJGWOvFUGpCNuBVDwwhWuW52iZdxzyumIWB+TDjW774Vfz03/x+/r1v/Cb+/i+8hzf9u1/OV33+H6dkb6BTrP64OgamhWVdsErtIeyRTm0RqXU+Pck5GWeDK6IqP/W2n2C8+gSPXDjkgw9e4tr+AV/z4qe5TZ/gm//Xd7CcnyQXIYcpYT2N2uB+OnaMxuiJwZO6EvGpNghU8iSjAd6pTFAcLydxuCpcWyUOilDywLJk9laZPCaSCFoGRs1k76Wc1dVaka4pl8Osfl5ahGHmvQRCIK9GSKsmDKmVCeYGv15n5fHX5wSPBKIEiL4ZZMsdJDXpmJxHs21VfTgoqgMqo78/rcFSzZ5hHdpeCOy/jptPCgK6h9u93Eq5Gtd3PJNwtskoGSsKEfUFLf433zGxZKJUnNZ3/Lq5TBvCurdin63Vh2bkDLPLpDy043s9IVCYDdMm0ow7GKujnk+Akq2cbIpOpvC39z5DETKZYYjOjHEkXRKNaVTlBpg2FIpSwpT4mo657vlVUzvg+KTTZ4HJ8Im5rqoTOylLkAAAIABJREFUTRHx6tjQbThqM9Yni0P1QENlFMV2PvYAVm8Kp9opQSIF41ab7Eo0J0xrzGObd1IzoMXnzB0o42b7/awQktn/qgBr3x+CU4BF1w0Cg+VqmsfuVMYW/g9TnkMEiGRy14wntw1gurc18rIkvpONDaLpvPQKQgW1SOjkLPLIlUO+9we/nxND5szyc/npd/4TvvPH/mf+3k/+JMs0Nt36rJPWVaE2h/F52fD4K4On1VeUgsSAZmU2zPn7f+fH+NBv/AYndxb8xod/n4t7mRPzgdNhj5fdoujVpym3nkBI/h1euyIFKQMaJiemf67mAikbRKYiU16Nev99vjSZkcSb7bjAWi6FVCKpWE/jkiAVYSVzyjKT3AETApKd+qm+2ZCRkhEpDZ4JDsVETeRiXP9UI3VVe6FldW311U5yfURTwBy6kAgyZ/TKeIvWAiErOLSrKaGzAS32zFs/43UIeq2eRaDJ4/NsIfDjx02zAbRGGvToqJLTNNH29Lv3qbZgNU8POGXyaooa7UvDehKFxgWuhqisfX9SbUbaFBxn7T21vaTR2fz1MCn+qRpneEzWUaioNgy5iCcovfm3akRTJjnUhdhiiXGqDK2ieOK8eSkuyFbs79Z822miuUCwRJIEC9+3YvMaQDY9tSpdvB0SqIvthehBeuR0NhhYSTNRBbAqWfy86v1tbJOejVT0CBvYjDjQMV4CNQyYrn/dm+qgHbDIUDtMlymSKO6ySsd+Cayzktqx11ChaXMFWqK9H1GhBMglMNM5uQTe+e5P8L/8rf+DN37m3bzp81/Ld/83f56feNvPmvhd+3xd637srUbieMPRvHQiQ1D+n5/7Ke687SXM2ee+l9zOKy98iGVZ8W0//HeZnzlNOnW+kTuNBuqOi3vKa7kSaJtD9l21gW1KZ9jAPF1rpF4jyL5gUCUQY2AWBC0BiYmhuBOyM7PnxPF2CXh7S0E1EaK4ztdgflYUczYKBMxB05JxWX/vHLhOjV67t93vdeMqXlNT8XsALbm91rj+2SDjbUa//9n/90KPm2YDqKMw4cqqSpwN5tnURi5d5W1rxuHSzEZ3dPX5loixH5s3zx5cV21U3YB9xBI3QcmaqJ2ZYrSScxEQF5Na1y6Xxl7OqcInwmwwz0Az5rVLpIwrZtEkhGMCCTWXMNEcAwKhUArMh8EXkDotreZKgjkodP1t1Xq2ZjU+cQimYlnzCN5BGEu+ddAZhVCCk02qgdUG8dRRaZzrG4ZBUevmpfdWNoTtuihvSv65hAYeleTpwShYwjNEvKAnEKKxrFLJECGqdfLKVX1RqnriYHUFHuklA7WsajOkRjwIXUVwlTnwgMa91Zo/AJz1E90RCb4RtPwE7hCEYZ0dU4o3omHq+lZq7kiIqoRg0hZBYBGWpNlZPn3pGuH8a/hXH73Iuz7wbn7uX11AQ+Jbs0k5aBGKGFMsttsi9D12pZL1r+M9WmFcAlW+5ku/gA+8//2cOnGeX/rND/Ff/ZnP5VOPfpq/9le/h9vP7fL13/u/cdvLP9vuhYASidHyF4XY+m7E2FevO87u50eVqg7iSXKLzIN6XBwiJXvljE7O2mIWiKkgM0GSMhMYVTgclXmAPAysxswqJ0KY+dR70yiNSG260iENJWFRrUeiJU/5HypCwArBGsaMObWOeWDP+BBmrIqtaWu9Y1FoycpKR/oiVU32DNXnoD6/TTWgz5doWN8crqNn9WzGTbcBHMf0mXj9FQ8LvsN7wrNmozwpp260e0ro5uhZP/13FceJLZE2teWrN6YgTYNm7dz7BKI/0Fkmw4TmZkC0GK9aSmhGpuLxBnt4eOzu5Kpqhohr8KdC0OIVmJFQDT0TBdVQZr8mmX6Gzgu1pJdFILXYR9xA0v6/fn0VLptG2vj39tHglS7vMY2yVqOx+bnQFr2FzCrm+FfYqowCMraWjuoSGKFEUOOND2HaXG0uhKHJDCvBq4XFDalKsarpNQHCqpiqjS5bSkZi9HxPf/5H56S/sla0p04Z1WnWg3gxIZYT2j/c5+y5M5w5G8l6jkPZQVdGOy4lU2SosSboQOshceQErm84aumUiHLhsT9kHkbm88KrPvOV/Nx7PsrOibO8+Z5dTsbAxb09zlv46fLKXljnEeUYYiuarM6HammKUDUO641cZeopidrwSLzrVlKT5A4xMNOBGBKLkimLAQkDe6NyZVlIY2GVC3GwY+VSizonWRAJcYKXszlCVTepqEVRlsdxI2xJMEKBLEqsyeoONhYptimUZPTVnMkxgBijR455Rnrv/ka9/Eqbf77j5tsAdL2ysyan+sVcjb2IWQEL92vTEmPQUO/Zda5wuyGy0bD0bc9QxcS3HG/tuMU8lxRs8RiUY8m+4gswRm8w4t54CoKUhLoX2IqiPMGcQiF4aTxuuFXVWxB6MrNYCF2aRo/JD9cCH20Y//r11/k8bq76uoz1ebsxaKhtj88Sv2zc/CNRhBt/BFGba4mClGL9bdUoi9UAHfGqcIejmNBYwWC4IXghXn2bWuLcUra2OEM71hTOx2jfuR4tSYsqNiOpVrXctG4GrBUkWK+EAY0zxrxi99RpPvqRj3Hm1C5nzt1KHEZIwuF4yCC2NjRY1NeUc3uYbOvYzAfZv5VA0sBr3/ilfPLtP0o5+DQvZsGf/Iov4CXzpzmfPsrBwQFPfux9vPyzvxCS9y6gYDFZsHXbHXnqnicTctfd39hv/s0p8aJLzbSagmK5kdGby1t6uMAIOUOUGYe6mtY9SiERJVgsK1bkNVGzc6tqrt3oSpk0s2qCWDuGkJbi0g7r+Y3s97lkr2fx5ynnWnXQr93Y/t2jD/0ztjacLbet3un5jJtiA1BPqrQHFAx/Dd7tR4VhKJQ00Qinz7o+j9Yisi6R61rvm6OnT601T+Eo1NE/INuihX70oVz9vKqiUdGgDEVawrUydBhhGOw2DMHyB5aoFlIztpA0TdCVVwJKKUgqBmXEGUlrb+NsXaSqBcvJuh4V++bJxlf5CXu4lg5LlXFsuKwsppaAfcl6z36o83ncetSC0z67BPIxc2cbVH1RHZ5xgyYTFFSPO1YoyXs665gZYktHGhzh+kzi4FKUQJZgqrK+mda+BxIwSKndpfqI2EMc1PNJALokqDKbzYjO1gjdtVRGDR5J9LCXQT/G0IqAaiTEAWEGYpTAhSczy5UnGM4O3L7zadLVC9xzz6t505d8MS+/7+U8+JH38Rmvfi0igzOomDj/DmeARxstjKmFRFBC9cMnKfQT84Hv+5Zv4N777uBz7hl4yXCZ19yz5AMHj3PlwgO8+bUDTz2+z4lPvZ23fs97+S9/5GcMc8cMeXE2Umye/VgXgc1ku8HTs7kIpW3SxY9RSiaXwqoIq1KdHAGndo7ZoNYRGMfCUiHpPtEFMEIIpDGSGtaujEkRHUklWSTn662UhOhA9jxdU/9VJada0W7J5roeUSvKyuq9DIrNZaE4g3EgpVW71m3y/psKqZtQdR9160YNwguRErgpNgComDeThn02f6LW64UQCEM8QtGsfxOZodULbMbk2c/Q9aKCG9lxRayAJCWjfrbktm508yF6e0E1CiuBMY9IVBfPcinjII58DOZdajJkUY1nHMRa5IViCenqiWbN4B3LVARjAroIm6Y1I9WH4KaZMimRbvM4ei+l5k+OwnXT770v2GSXj53LzivVQFXkKzISCO4ZTu+eHhaLarIIIVe8Ozg11pRUs9CMf8HyO+KJfXX8XbOpPNpqNOZP9d2qLlLth+DuYDuPULuHXe/J3CgEsOg1EEJGSyKvLrJ/7YDDvUs8+djHWOyc4q/8wFtIYeD3P/IAjzzyR/x/v/Vhfu/nf5PPvvcB7rn7PP/1Z36u7TPHwmtHx3otQiUMFFQHLl28wF1nIjz9IF/0+rsplxQJwtNXDyiHI1dXkaeX+5w/9xLSJx8gyMjoVeelO34TPPSq9+tohrjY2RTdF83TFq5OLQ6CFmtyr2RyEZIEci4UMVqx1o1cBC3ZNo5SYdzqQRu8Slu7pjKQeghZnbGGNZDpn4eja97zBbVuJQgx19ahESl5jQq8du9vFPLRaUN6oRhAcLNsAD4HNmGy9nqR2oVqc9E6R9YZAu5iEdQLxcS8v/VioKM3YdtkbqOCbhuVQ61A5Yz3O/ZRI9sZxgI52C6ukj0BaaGzCT55sjHXxZNajkAY0RIN1/ZNAsSP6dCQTR6U5BGCKUKqHKJx1vB+VQFJ1qw+FLIMzB06UVXEOe8qoVUvi0NPoVhhlBRdm18H5NrzPg9TsZQ6d77XMrFnsWJ+GXAZZomN8WTJNPt7y1LURLQ41dWpG6a7VDndlQ1mZ4ZCLMmoqwW39i7BIMqAomVGDlZ7ISjJpTKi1M28tOroKLUHmBkHEwM1Jpco1h7SqY3iMzP5Jer3r7AIh7zjn/4CZfcsDz16kWsHh7z3Nz/A4WHgYKXs7w+sxKKxWTxLHq/wsi+4h/d94GOEcALJV4EwyV6rEouaLIl6h60GvVi9QxJhQFrS2iKHkdO7OyxOnuGPHn6El730DOcPlmR5ET/14X2efjLznV93Hy+7MxHf9LV88pffxjAMjIQJPvQbHxzCnNrLBJDac63rISDR1C3paKAqTm3NxBC9JeMKYUYpwpgTyyysstXv5KTGLkLQMlI0klxt0xR1iyf/PRrV+oziOaPgkUXnBKZss6VCdhZPrU6WOEy5pJwtYqhSMV7Jj9JaSpZsSEe1BRO/vz4XeuTnJtOoaJUvcTr3CyAFcXNsABzveU+JQad4dka0huJm4z1RK0pw5V2puOHaWOf6Pxtq47bk5BRUb984aqK5//eUVJrEuXJW7xFbPYtCIzI63hhCMDpZxpK1g5WUBy1oohbbWmLY9U8KIDEQMTkN8e8avTgokOzsVQkxEqVQe5yKVCaRWuO0VAuw3ICoJdEGfCfzMLl6SWDft8rJNmdP5LfqxrZJ1nuijqHXGV1vcWgtEPtUmrNo1OYjZighu9Exr8+iKLdw1Ut3bNbyu5aBgQnKKlqcBJCRaFIPluCsjKiaB8Ckt7vkdj2aiFEhrbYgooxe/U2V8/drClAKGk/wm7/1SX71dx8ilV0qGUDKipJtuSyCCV6kEsmrPT70wd/n2pUDZoyM1WFgirJKFMevI6LWz7rWZAR1dVmxuYPgNGOI88CFTz/I+V34+KU7eeKBh9mZwR1n53zRK17GJx5I/Iv3Bz72j3+RC/HlEHeRcVlZtHi33S3evm0Em6/2EhylRSKgJEIxqXEJRogIweQfsgqrnBtJo7KpVkXJSVnmxGGyvIpgOTdVtTqH4i0mBXMYNDcWU9axOy9tz68VfwlFS1P2zKm0vwcRlikhHXQEK1vbXXe8+vz3EGr9rn70mlftXLr8yQs1bqoNoO6MQPdgT3+vrx/5bDcva+a8l4p4joBZv0tvll7fSAi3ubH1i2rz7/X6p2udjMhkVL26U0diqT2hTIdenH4GlsqTUEmppWHipmdWcxuJIZhBM+FgQcaIBsO7BZyFpObBhAnLDh5lFIwRUY3b0WfeKiutx+pEH61Gam0DVhNA2KZKavOxfnAzuIFZiMSywmx9rXjt3+vJTZ8/3ThJJ6D6P0KT97BiJLCCQfMWg1jvB1FqDt4L4fC51u47na2GYgleY26p01HFaaxIIUrklvNnWC0tX6RpZXo0qqhEYl4SdCAhDBHy3qf5vT/4MPfd8yrCMLeCJoWVJsqYLVrLtvGLQNQRFaNKGv1ZWKHMQvLq3MIQzchKGXnF/Xehepkfe8ejnArnue/sNT7j3FXitSe4NL8NztzB8mDO4XI0By0GhzJrJNQ3QOmj7u0OV/WIrY4ioJIZymDJVq+HGURIY2bMhcPRlDGLutZRyETgZBxYzYS0TAxBKQlUrWAsYKy8I0QAzQTp4T1tz1sfuQeXGEmaGVfevMq8MUqpXv0Ep5pG0MQirGt2c2y+pjrJPKz9rWf9vADeP9wkG4CiawaxwaTVW+vGEU8aMAqhvy9MDSa00HCj46CcTa/9ehjbthu17dw2x2aUUQ19vxEcvSZbaOaFp2akzfvOSAwQZhh1uTgMY4syqyW4AoUYZpaPKCalMDB58SFEZzuZ512ykGVlkEU9VzszQL1AC8NJa/SFWj+D6Drq9QHLfeLWHqI+UptoigPqFbiIJTGrJ126XIV0uR2pCdkQmEkhSmEVQCQzeF1EnUvzyGdmZF3DJ3RuVIymdxNEiaG285w2TEfXCGJwjbphG4JXmkfXI/L71rj9olieZ4IhoRAqXCeV2gpZI0tZ8OgjjyPjIbuzSIiZhR5yKmYG9rlr5yLzuOKOu87z7t+7wIs+8wt433vexV1vuI3v+s4foMwXfN9f/jYOV4Xzt56BEhlz4nA1OrwTiCLsLoozj9yjJRDU9PZHAUIkxMLBUw8z6BOc5CUs959m93Ti9a+4Hz1csFwuuXNnn6s7+8xKQfKhMXBIpksqkMlkHarpNOrxxohMz1vy+6kUQhGD4kKgZEuKr8bM4XJkVQJjEk+92MapEogyMJsLIgMlF+KqEFtNhzlvOSWiOxmWczDJhiLeu5qBJuymSioV5g3gDCsrCqtwqMGLpUwJ7FDppQ6vqtIi3m1jTfG4g5G3QUC1yFBchPJG9byuN26KDQA6YxpqKT5rFYK9way79FbvW3uqnzaH7Ci7x7/Ol2jW7RTH4z63uVE8m8TMkSTphuFfv5z6enCv3B+UIBZG+m4ZsESnqoeO4mqkISEoIdsGoGEgJluQcVCIQszGzBiGSW4WjLFTWTubZ9d8Xs8PsOYxez3BxoeOj2Ar3GPXSZWA2LIZ1+Yz1jvXdGPiEDi9s0PUwnK5ZAizCUst2QxwhXG6+a+e1nyoD22a7ol76fO6aYjpDWkRNBQG7/wkapXdtbpaNFKCMnN82Wx8j3evX89YrFlQKQO//f4PcDKf5fUv/gRf+yW3cu9tC176qn+HO24dIcAqD8zvegPf/DXfwT2vfB2/995/zRn24eR9zHLi9MMf4eq9n8XVy9c4zIHVco+UAzs7O8T5wMnFnKCFIVa9LFl7juxKZmgp3HHuDOXKI+iFT3LbGeWMjCzGB7njrlv5xMevIvuf5v5b7+bE7hIOryLDGWOliaVTa0Q1+c9Tcr9KJvfzUX8GzxlIsOLPnJXRk7fjmFkWJcQ5My+MtKT+wJgKy+XI4TgyViNak9DUhKzd/5QKMQbfCGjnOUldr2PxRfr1rk0SWhwqtRzddD2qHh46dfQ4x3FbDqCHiTbPQ3WazxfC+MNNtAHUsc3IbiZT11goggtrOW6u66XVcGPG+blk1rdFAM82S795fZuNbfrjVhVzFYNm2vcrk2cqRoGLxRK/JU3VwcaOyGQxaVlTKIwevpp+egwzmlgY3QPsHo1VSMdpkZvQih9DoV7Pc16g0707kp+p39doeOb9ndw9wV/9a3+de++9l7PndvmzX/cNjOPomkZe5CZCDH1XqinczxRPAIe2wVQl04CJhEkYmMWZQRHB6ipWq30gstRKRPCoq91PV7FEW+MhVROgU68pECkUHdCyYjUqd99+nm//lvv58i+7E649BfkxytU9lvkOPvXoNf7w197Jlf3T7MjIPJ7gVv6AkJ7g6fl/wKc+9nF2XvZGKCPInLM7c2bzOTHAYjFj0GJqtEFIS1qUmMvYINccCuTEa1468OgDA7efLZzZOeTW3Rm7O/vI6Rdz8vTAi04pDx0ccHVvyWo8hHgadG6Nyks2eqlMa3wdBtnC5HPvtrR5qlRea8SuqhADu4tdct0QitW0p3TAcgnLnDlIVgQ49WuobWSDq75mJNAYedq1XqxPbXVAKxJR6b3tb51jOm1uBqNV+7OtUHT6/PU3hE37VUcvMTJV9T+/cVNsANWrraNOfIOCunlcM5i5k3GtOKx1aQcghOFIDmFzVNGnNWNTHCs+0ij+6FivH/DGKlh1bjXc3snOGSJ07z96XduS0kWsfWLtsxpYVxFtxyuFUotRsJqISWRMGr0NMB68FseLM1E9UawKotYkpqzPS9EK5aizcCwxH/r7p2oKjmsX0MF6LY3iM9U9ECLCEAPSluV0jSKCMmIFRn4wv57FLMJqxaOP/CHLa6d4+1t/gj/9lV/J6XNnGyFKULSL8uIQHIaxZHvLaCjWlzgoM4kMFOKY+Kav+WrI+5w5cYrz58+zCEv+9tt+gms5sJBdNBTisLCaCxQtK+bzAfLoDd1nEIrDECaEFoY5ytgUUheLHe576d38o3d8kE9+dJ/f+t0PcGn/kP3VnIPwBHuHCZXAE/sv4c0nFvyFv/Af8+Qn3svqWuCpeIFLd3whd+ZAWJzjNMJ8XhDNRApDEpcit8hwmA2kZA1PQggEGYihNVCEGdxzPnFweJU7X3QL970ETr7oNCzgxJkF5y8JH78YePTCFZbXriDDrYgkRKPf65pMLQTzWAxyCVNkkFwzJ9qNXFszihEirOFPQMKc2dxyPiknMoExFQ7SkjHDOGZWJXeG3jZa67znAmzalqNvxIUhDCbvEpRZiay8EE8x4TgEQs72HoXsgmxVZn1qIgTFc3ANfuzIEJuwzjYnsTU66j5XR98LQKUWEB45xLMeN8UG0I/GrKlhl9hiqPOxOW/VwPeQRE+z2Aqv6IZA2JFxPGZ3vfOuH6vMpfXWlF6p+4yucf3uScZixgChdhvCDap3Omrvdq+lGFtFxYuuilHvSttMJyusBEybRDyn4JFCiC5bbIwh24yVbfLjTVHSN8A61nIrDf/fHDVyq5HMFAmZGNgkwlUrc4PUC5m+f3//Gl/85jdzcPkxLl++yMOf+iTv/pV3Ml/s8lVf92dIJbseT2jfOh3AvTccspLS8HERJZJ47AP/krd89edx/vQCgPlih194xy+xc3iZw9k5NBYW8x0e+MNPccc995Jz5p3veBff+PVfT5LEYjZH4w6lFA6vXbQN3ZOxQQZKEAIji7nw2tfdz999+0f45Q/+EVnPsZdmJI1c04V5zjqwMz7Fgw9+mP2Dazz2+3/A53/hV7G8epnHLl3lbkwmpIiSUmZHB2IszfiDic0ZlXVGEssv1c2wBEGLsjh3G3Jtwc7pW7lWzjA/MfJpvYVT8cUw/zjzWeCjD1/jYK+QV5eZa3KV1WgUXDy6cC++mjCTXTeIcmp1Oa2XSBVLtIrk1tHPhLRQHVmtMqsSOBgTRYWUrKYDT6jbOVQ4ZWhOUG98G+2YaTkpmVC8/kDCtE5EyFrByQ4+1jqjoa3hhuOXikhsN/Z91N+/9kykkhd63EhDmLcCXw08oaqv89d+EPhzwJP+tu9X1V/yv/23wLdjoNh3quq7buhMXHkxik7dnsQqMbUk8wqbAJlDIzOX7GOY2rl5o5aspXHRG8bs1aC1ZDsWF9ISWrhhnqZ9rkhytsvk5bdFpAaSjOOIFpjN7RwCmREYJLM8WDI/uUssgSJCFJ28EKyNoEEpk1GrPWIl4lz9mqdwQSuy4dFh1kTRarK8io5ZYZMn1OLguHf1RCBEK3ISiskbOHQ/AEGCN882lhAymJlWa8xRgnht1pRKjXFL2Opev83J0QeljgnGkubR1xmSjQhswvWZ7pV/ZnWQWHz6d3jp8jFWFy/wwXd+kDf/+9/A+97zr3nzV3wFebmPUWndu+oiqHodwQXgqmaayoKTcoHxyQ9z/z27nDhxhsWZW8jLQ775P/l6Hv7Dx3lC9njiENL+Ib/7+x/lojzE8vAq+xcu8daffAu333kfKStxdoLx2tP81Nv+B8aDPdvAHbqMXr9x7vaX8ehjT/HQpYDMziHpmiVS5TQnYmLvMEOM3PbiO/mZn/2HXL624C991XmuPPxOrp38Gk7uniFrIKU94mLBDgIzIYY5NR1u98O8aiqLyec1hUgJMzILRi3cdmaXp/cus3/6Xi6sHuG+c5/Fv/zIwMlxxiKc5uSL9/icWxMcPEoIr0M1kCUZk0jMGBuhQAhB0RQosa5+fIOvbVaDb8C2yQnJ7EAKRgNtImpK1sCoRu2UomiMWLOQbPUiCGPK5pFP/C7/Sq+o3RxqzCOpHXmwTnF1I4ki1qcZMc3Q4O/dOEYIvtFIcfrnWti7tpZ7Y98XuCoc2QhSEYZ1iiPPxVHdHDcSAbwN+DvA2zde/9uq+j/1L4jIa4BvAl4L3An8cxH5Y7oN9Fv7oLEsJEijH7pbCXhpf5WGzStX8usKT5hoe7WZfN8sBh0c6zMvuRb0EP2h0K7KTAWIVpylQ2MtB4cGqtpozCMMxrAJc4FQpzIww9ZjOniK3d0FhGg9bTH2iJ8xgQCxJrSnrxffdKp2kA0voCJ27J36XlwB0n+PE+xTz2nyQoI9KyUh7ZwGKu/czsFbFzr9FMdn52EwHn3x8xWhatdsejIVpTG8UmganyW0uZ68Pqm2sOGrIQTr3OTnFXIXSlOgGAwWZCTqnHf90s+jh1eJOfOiU7dw24sWfPh97+X+z34DP/RXvoe//t//d27sIHkEKMVYG3bgbJuaJ/YWFALX+B9/9Kf5+X/8Tzm1e4bF7g6XLu9x7WCfXIQv/LIrjLMzrCjMQuR33vdb/LHXfhYqhRmZCxf2OXlyj9lsxvLaRc6eO8PDjzzG3S85C3kBcQS1jhA7QfjqN38u//yf/TJ3D3ucu/2VfOoCzBY7nDlxAsbMYV6iEvjS138G/+yhd/HiV7yCc7eeZHeW+OhV+O13/wKv+Iw7ybNIICHDnIXMCC4DErxuwxzfjOQRZEHSwNX9JQerA+aLk9wyK5x52RspjzzGzvwKDz6xzz+4KDz0i7/M4sxL2bt6ka9842l+8UMzdma38ifHs9y3mDOuMoNmZ1ENth4FhIK6cZ4USmwdlqINhlOUUa0iNye1Dln+mVJAohWMDUGYqVGQc1EWUjyZPjLEgaTKEGFZFM2WpBXPwxQKg8JKjbk25kTxOhjrHWyxdMlQuz3qOJKVAAAgAElEQVSFEEjFngdzDpMry0bAGHapbNfK2sZa3Kyc74c5YsY8av2CffRMyRfC+MONdQR7j4i89AaP97XAz6jqEnhARD4BvBF47zOeiGNq00SZITbvdfKQe90ZQ24nD91GV4TUGCyZ0GHyddQ8w8Rioet/W3fYafeurIK6w68OrhKHwYpVRCDE9rlBhItPPs4dd97FtZWH3l7Ru7e3x6lTp3xTqtdTReFwJtTUtrpBN5a1oyp2Cqa+aHBPn0OZhMxCgBhn6zRbhRiktcMzjnyFPiZYp82o/55RhlrWX+eBYBIEMs1ZTYRbZFXaJmavHQ1xK8vC5nXKJ2SxCKeIELqikFC8RSYWLabViscfeZL5MJAIPLnc5fZTkRPzJe977/u4fLDPD//gD/MnvvhNfNmXfTF57ML7yk7p5HZLxaOj8pM//Y+QHLl07RJv+MzP4aBc5sl0mTNnb2F/OEMYThHnihS4/9Wv5eSpGYHIU089wRu+4I8zlxWf94Vv5lff9R5e9/K7GA8SgwqjWK5WdWleZYxc3Nvn/R/4MGn2Eh57+EFiGLnvzlt54FMfZ3eYMwxzTg2Jl916K69/5W3svOhWyJeRIXLtqQd40Stfw4/8yP/O3/yRv8xsPido4qDAEHbJAtf2r3Gwd8DlK4dc2j/gxGD9bs+ePcstuwtOLU5y/sxp/ov/8Bu5d+cyVw6UBy/fzSBXuLg65Lbb7iZJJIXT/OSvn+BPvfFOnnjiSf78d/9DHnvib/Db7/81dLVnEYXUnhm+oQM0ZtgwrZMizfhbrwwrXmyECLUqXsSKAHeGwNLhud1ZpISBZVoyJliWAWsWn50AUKzvbykNV5eSWSkUV/6sBVeK0URTNsOe3EinlKgd1hrjDV97aXQSgU78/41hz9szG+tGIAHLZ+b14+lGH4kXajyfHMBfFJFvBX4L+G5VvQjcBfx6956H/bUjQ0TeArwF4NStt3sSFILMocumw5Sj77tdGX5tO3CzVkXdCDdEwY2GBYY5W3TXdl+zOv4dtqgUSxxZsVQ0AbcwQSiilhwOecVdd7yIC5cOcGCmwUIhCHG+4NTpW0zxUb2toFhh1u7uSW8eboqASm2baDCEMHMPe0pc1bioqSI2jo5tBPV6aw5Fu9UyFdhMbIt1emv2BHWF2Gh9DsTxWjR4cmzd0xdx7RSxuamKnY0+KnSMBTszqXx/LMEd46JtPv3mJRq6NoPT+TZpa6yqOKXM7OQJJMzZDcLZE8LewR5PXVrxsvvv5rQIBwcHRBb8v+99L5/3xjcZG8QjLS0TX6Pu/1YzATDncFSGYc77PvIgO4tIzHZ9Z04IMkuoFlarJeRDStlBg3mdKcMrXvsqfu1XfoV777gHDZn9/T2SnqM2GkrZdGXGdJVPP3GZP/cd38F7f/23+YMHnmR3scOZfJXXv/rV/M7vfZjzp2Z80efcSxkTl/I5nv7Q7/JAPuSbv+5PcfGJh8j6Wh74+Mc4WCpx9wTLDE/vBx558HGWyyUHBwfsLBbceu4s588vuGUnsDsLnNgZWAwDaOJUNG79008/yr6e4ewchsUJFiyJ6WlWu/fyyGMXuG1XuXx5xaevrChh5DBPFbTZN3/p1s0GK8DvdZjgGF+XBe9dgStvKqDBnjsnAaB1nQo6LimaScnqURjhsBSWo/WYtjxEJ/4o9r8SOu9azPibMOBECsk5W8QSTGBRCKRk3nfl/tdnol7iZrJ329hk/vU/bQJ9w9oIEhr759gjP/vxXDeAHwN+CHuGfwj4W8B/zsZt9rF1JlT1x4EfB7j9/lfpfOZyrdQCEJqglwRlaBMWWn6gaCGEecOb6QxDEPMmazJZixulZvjMu4y4Bx0s4gCqJbXEU6zakzJhfiHwmlfcz8OPPkxSwy/xQqJQzBuIKE9feJK77n85YXAzHZTlwYrZbOaNfgNIQEJm0Fr5bKZRXIqgTqB51d6kRL3oqgjBE7yFgETzxiVZw5cSpoinZxHIMD0QFZKCGmQVBhe/CiESvNcsMtHfVIUYfcl7uCDqbCCj3HTdvIy1U4Lx7Ae1V6Im5vM5EBml8saDKX26URhkqCGRb8BlTUwutgcQmJ0kpYyMB/zff+9v8G1/8Xv55OoEDz1+jd3ZnBgyb337/8nrPuvVfOmf+FIOVgeothI1WwNlYn6NACUSBhcDK4UdvcRseYnzO5G7Tp/g3f/k7Vzb22PnxGlmswVv+MI3MQ+3IJL5/7l78zDLrrre+7PW2nufueapq7t6SJOpO6RDOgMJYxiCIQFNRBNe0SuviIIv11kv6gsXvYKCXhAFRVAvMYDKFBLmkDAkISTpdNKdnuepqrrGU1Vn2sMa7h9rn+oOcq8i/+RxP089Tw2nTp2za++1fr/fdyojKIURMipx6daLSJYWUBmgMw+y49OirHBIJ1AiYKk+yz9/7ov83B0/RWf5uxw/NUUj6WHFzjAxVsK6Ig89tpfLJwSLsyfQmWBk8yU8tLfBxNgomZNMHn6aZsuQBIZ2mjE5X0fJkGKgqPbVqFbK9FQCeiNJLbKUAUSM1jGhkJhUk9oS0MvFmwY4OrmCUyVqMqUahkzO7+MnrruEaqWPnbsepzWzQjR8GT3VGtLEaAFGBDhhiWyXTpxXr84vx91DnjeazBxgvd+NL21y8DYHpQEybdFOoWVEW3sn0DROaFrQmV11JM0MaJQPgHGeDYTMzeIM3ndICL+WCIXWXdFWd/HOkxhyawxctyvIR1WOczgB3m1WSgHOrFo8rHbB37f6CeEpxsZaznfGPZ85lDsQra6csruU5UXyv3rSH+H4D20AzrmZ7udCiI8CX8y/PANMnPfQdcDUv/V8Am+J3A1c9vGJEox/eU6KZ+yw/lBeSYlD5qIQ8nGIIs8FEDIXeOWZsdKDmwWVZ/Zah1MBMjfL8kdXPCJxIvStZzeYwvkKPBKCk6emcKpIKDKfuyokwvi5Yqh8CzkwMoqTIdJkOBHi0BhrKSiFsbl7ixDPGEWJVbaK/r6RVe653q1+pAKX+tvJgXC5R1B+AfuFUaBUl2lz/v/Pft/7Pb+m8DS6kvKqx6zLoXBeQdu1y/1htA7WpQi6ytdcfYoH4wICtPMglyD31Id/9fxeBOg84N0lbQpW+dbz9TnCsIjMUq698c0EURlVKiMDSX15kcUG9A/UsNby9x/9B17/869HACbL4+iFwwq1etMp58G+wMYM1zostSIKYg6ifrRZ5IarN6GL4zQ7Mc36NHGWcWTX08zNfw2hAkb6+njyK7u58UWX05qdYv+ZJi+46XVk5kV4YqIXaBkhiXUH6wQvf8VLiNtnqTLPTCMkrqznRGK4dK0jsDA3exyZznPl817FS67dysxMh4d37GZktMzTh2cIROAVtMIStxs4BxcOD2KcJpAhKgBHRjkUFAOBNIk3CcxDWnwJFlCsBFRFgcmz00jRR09ZMiID+ioR1YGNPHUspsfuwmaC9aMj0BuxMrVEWCiSthoo2U1zPh/6c3x/HOYq7x2Hx9/PuXbStWTOTft0DvymRtDMLImFxICxijgzaBRagDSKzBmcsz7C1eVbTl5Vd7MyjLXnjT/PVe2rWRrWgs31G5ZVerUvQlz3HfnFWHRHv+fEYP8Wo0f+H37+/VqibofR1fL8gATRH+n4D3UTQog15315K7An//we4A4hREEIsQm4EHjs33wRUhKGiigoEBVCCoVC/hFSLBaJooBCFBFFAWFQoBhGRFHk8wIkICwqEIRKEChBqCRREBIFAWGoCFWAlFArhCT1RchiyqGkVirTX/C0NZ+ndP6sHoS0KBGANQQoyqWQU0f3Uy35mboWwjMRyO0nZD4nJENJR6e+4Cti6VBKoDjHDZYiesYi5wHKrkjJX5jdC+n7P+Sqh/szzuJ5n55rMbvhFqsiG84Brec+TI45mLzrkTzwlXtYnD5LGHrxE0r6Ch5HKEX++hSCkP/bIbAoa1EkFGVApVCgIANKhQCJIpvfz74H7mKsYqgoC6QoMqRLVzsBb3Oqu28NJazn5ztNKEBYQyAMUdpAd2YJXUyhEDLQU6EntCg6SOsdI48cPMnBgweZOT3ti4p85mPyftvHRHpVdRQIHAFJ8ySBW+QF113LchKgKfHwkwfYt/vbHHz0bmaO7qJ+aj+tucOgDYEqEEUBm9et4dUvvoKfu/01DPcVOX3iIDhvEOY9ixxhJChFEhkVOXpwP5PHDnDlZetIViaRzlKthEwtFWjSg+xZxyt//A38zUc/y0fuvI9P3vMAp07uZf2GNVQqJQye7jozM4d2AUYEGKcpl8sUywWiYoFSqYQTgk4GcRrQMBENWyAmD2Z3Gp3EFAv9jFeqjAQxojPLmj7HcLHNgUOTHD+7TE8hYP1AxCVjgpJbZLBSRGcxxmisNqAzuvbUrkurRaGEFyGuihudy3Ee6cc/5NYKeMM353w3YIRCO0UnM6RpjNMGYzIv+DMGkxqsFiQ2xmib52H4zABnDVab/HnP83l6BjkCui615+OI3Rl/Fz84/3e6v+nIoOsW+n1V/Q86pF8SVs/D+d9f7dTz83ROJJbhK7wunff/EBzzQx7/Hhrop4CXAkNCiDPAO4GXCiGuwK8nJ4BfAnDO7RVC/AuwDz+c/5V/kwGUH34ckM+5ECBDgigks47IhuguxzgCpz24U/DBTUjnRSU+EN0vyAgNxotgjLQExYgnH/kOD37hC3S0Ap2BCFlbdWz/8Tdw2eWXksowl5+nCBfg8J4jnn9vkTrlkk3jLJw4SGX9VrK041+8PAdcuhysbceLLE6eoHD180m07xgdkkAJHx6Ssw6EyyuNVWWHlyWdA7K9I6brjlqEQIoUnAeNHd1ZeV5J5V/7FyOxLhdldS8W60D8YMaCn3A5SqHgyN6dTJ+ao2Etv/Lrv06apkRB94b13i1W5DiMyVN2hR+/ectfSehnb4SB4PiBJ7n3n77CybmzpAkkzTpZlvGGy5tcvwE+8Tt3suaGX+KVt7yOOO0gnKSd03T9KfZ9Q5A7mFoBkUspCkUmDJFIuHJDkZHaGEcOTdIoGWbqLV51/XN4aEedQmWQchTRqC/Ss2GcX/qFt3Lv/V8k1imQ0Y0V9R4rjkB5ml8oLGuGnkvLSERrihuvHeOhHQn7p0JedPOb6ImWmU8KJFYyKhYBOHVmERMv0pab+PO7dtIXtHBhyJo1FY4c3MuVV2+DLM8pyAyBcpSd4JKtm/nEJ0I+fPdhptoRotNB4ygxz/KCY/NQxJHdy9x20wu44XlDLNXrtMNN3PPAw2y9cJxOcxEdCGbOLhKOrPcgv3M0ltv+HAaSakFitQNjCJSiZJ23iBApHRlTNLCmJ8TMLTDWP0eqWiyEGxiqOspRwJrqCguyRE+pzliPI9WaerNDOeyh2UwpqNDP612XxeaLEJMTBEIB0hmsSImdB19xfoTpCEmcJTV+3COEwElFYiztRJNaaMWGphakWUKsNZmGLI1RsgChWmV1eYFZbo9uQUiDMCL/WzYfRQXn3WfOB8zjaafOZjmJIb9tbJ7UlusXXI4R+LS4bvfyzKOLI/yghfp8oZiTz/y5QjzDfsJaiwgc7jwD0fN6kB/p+PewgF7/A779d/+Xx/8x8Mc/zItwztujOucIZD7ewM/pPEXM5mOdXM0pIUSQWbHKYZa5W6PN+eM+ISnDCEmQp4S1OwkyLNM7PMLY0BgiipibPsP9X/4yPVHAhduuoCO0z+oVKreQNasLqks7PPHowzz2vSd46397p/feET5MpLtJ+AhAL09orrR8GyocaRpz9uQpRtaMecGNn9KvVutdADpAecOpPCZQqVxlSD7akfmci3OAr1fu/oBqoNtyC4tA+S5AKs93z5k/3sgsn/FLn+iEblGrjXBmZpHFdosP/tn/5HW338aa0RGUCjz11fMrvPSfvGdZBeVlLkLzY63+vipv/L0/olDoh8AiraE39O9lbkVSHVjHb24rsvPpD/L5//YxLnzFL/OiW9/Esdn51bcig9zfx/mRIM7hpMIFEtNpcGm/oByfYogT3PGGl7L+0uv4wtd2c/lzY84cmOFoPWAmSekb7OfY5DQmCFBKkWVZbh7ncsxF5DnLflONreDQXAd0xkuuuYrrrn0unfa3eeRQg6JeoNeeYkRa5uMe2kvHqJYt1fpJwlo/c4Fl20SNn7FnKdiE5kWKLx/cTTH8Rdp6xQ8NTJfem3DwyDyvePXNrB/vYd/+g4jiENplmLRAKkKOt1Ju++lXsv87n+XhI/3c9S/3US73ccftP83H7/o0t922DjLD2ZUGxThAm4TICZLMIIRECUspIGfQBPRGjlJYITX+nhM6wAhLUO1h4Xgb0Q/r1g3QOjlDWfRzxaZBnjjapthK6QvrXLJumFYMNmkzP5cSxymyVl3F8gKXrc7+vS7FkBiHkgViWyDDe1pJJ0hNhrWOJBNkxhvZtVPo2JROqml2MhJj6WQGI6KcIhpg8027IHLOkesSDc75/1jhzo0NcfmaIc+r2OXq/XKeEQkuX3GFdbmamTwUyK3icJ6WfB6J4PusXH7Q4m8FoKS3uF5dA3P7cmdxCKRQKGmQUhEWywRBgEKRmpRCEOZEjh+gzPwhj2eNEjgzFmc0icXP00VuCnX+uCLHHLsUw/OpnSL0O6bsStGF98KRwoH1NNDpqSm0MyStJifiE5SqNYZHx1kpVfnsP3+S3vvv5zd//x00Wg208FzgVR9xIaiUB3jRq3+ChdkGMiph4wYSQei84rErenIItLb81M/8F5adIVKKIHRk7QZ9tYuItfbzf+dwNqMcFdDWv1cprc94pYCxqVfowioAba3FKj8+Mibj+62NAZD+AhVw3rjIbznKscqUWlUld3n5Ih8DmJSp2VmWGxnOKI4fOcVfvOe9vPGNP8+uPU9TLBYZn1jHmpExCBUbxtciI4nRYFZ9gvJUMgfCaEKRUitHdNoNbnnpFTz42G4Gx7bw0JGjfOfOFTaFu3jnL17LreuWOLj7z/mrr/4tt7zna7gsw3XjHlfZTj5BS+ZkgWZbsm++xEihym+943d4xx9+hLQ4z8z8HB974TZ+9Q0vZOfRgM99cxcrOKZPnaIWpiitKIRBHtVnzz99/uZyvm7NVA0rLP/01T3cde/DuEI/UWWQ/SemmamWeMWmFdLlIwylU6zfPMLzx4c5cbrBUEGy2J7muhueS2+Q8KBbZGRgLe/8k//Jr//XtyCdQIoYnMKFEZs3DPC/7vwUBZeiTUCz1cFQoFwqUVIOadoUyDh59iyVnhpvfMMbyIj4xv0PsH3b5YRKoZyhFbdIrCLVEmM1qdYUhCGRAWFQJlIGJyTaau+CKX1xEQUB2kk2bhhFHlthYjCkf3iQhaUO/cUVTDtjtDcknFqir7fKRSMtH9qyMEM7uJi4scBI1S+wFomRRTIUsYEMRWILLLQN0wsNVrRChCEgKSjB2pqgGIRYDIk26MRQTyVLbU1iQDuFQZFq4UVgIlcsK4lSgigIUAEI6+M0oVsgdccsXmsiAKFzqwhnMU6g8BR0eR7Auspo6/JGhDsnQFx9Ts9OE5xzEHXu3FhHSrlKZTU2w4+Wzt2vq/kT1mKtQDrj8bdS2RM1jPbXuPCFgjUapPDiU9klYvxox7NiA7DWEnf8CbI5J196Q1kk7hnWwh4M6Z7g7txeIk131zdI6au7QPpWV7gMayRz05M4K1EmhsTSaa9wenGRsFhhzeaLmDw1xW/98pt495+/jzAo4YSjlWX+olB+t5bCMDt5mnbcQklBJFUOvEGpVPLaNJFx8IndbL7mJSzOzDCxZhwpDfd94fNctf06tFWE0uCcptFs8KE/fy+DQwOMjIxw+fOuYmx8LZXePqqVGs4JVlaWsNarm1caHXoH+sisodPJ8MBT96Lrclq6rB3/tZSBl7jnLB9xnifOM5UOAicM05PTzMzVQUQgFC5N6GQxH3rfe+kd7PedWhQhjIUgxOoOpWqVV77slbzi5puIbUAn7azarkksg7USIz2Kiy8c58QT32Sip4dDe++hUOjHBEVme7bzi/+oGE4O8fY3Xs9tE4ustDuUAjCoPHUp316lzLs8i0MTxzFWd2irPn7unTu5aHAdC40ioxe9nLB6CW/57X8h6ilww/b1PHq0wYXrSuzadYDA6bx1P0/rkVd0vmp1/uZFkCLoLSteftW1fGvHKcLqILG2nD5xkjBZ4I4tPVQWTpAWFDNlhdh3lNeuwEoRph4+xUkJ615+Ob1Vx9yUZGZ2lpGRcYQTFIVAhkXKPYP8xn/9FT7593/BaHWMwwshadKhtbxEKywj0w6xjTjV6uPxLx1Asx/RmeH217yUHY/t5aJLLiYMAuKVRcqmQ69wEFl0oFCyzMXBDLJxiPrQczCqRDUMsAKyJMFIh05jOkayccNarrn5GsbEGTJXZW5I0V9N6S87okKRwd4iF44X0MkC5WovvdUiW0f7OXHiJAObLsVZSVNrOq0WbVFmuZ2yokPO1mPaaUYWW9q5Rw84ipEgSaFSgnKhyOLyInFi6GSO1EBqbB6TCsY4tM0zDHBYqykVFYUgQAhH5vJxq/XZzjZ3KPU4RICXyHkg13S79TzxLTPnXGj97aARrlupexJGlq9FIjeTE56BAQgfTp939udAYJmLGv/1uudWpxcgrKSnp0wQFXzxZDXtNEGYIAelM6xx3sgOcDpXQP+Ix7NiA3CO1fBk39aYPNS5C2Lm8zCHr4hXN9FntltKBjmBwOG09rYQCAT+4ui02gRCYAy4nAGAMbjOCj1qmLXPv5aDR47wjre/k6uuvoKf/YVfoL1YRzhPBXAoqmj+6j2/zc46kLMuPHsl5F2/8TbG162loCxvuu2lZCe/x4GnJnk6M2gcfX39/N2HP8Rbfu3XWG43SZ2m01hmfnqSlelJjkvBjm8+hMahnUKGETpLqNZ6GRnrZ8vl27jhxhtpNxuIYiEP8jg3x3TCK2af4UHkJNZqb/Gwes7yMIvzz+BqZSJ5fMdOrPPpYz5E3SKcJtUdVuY87qFUd+zlM4ybC3N8+h/+nrs+9nf84+c/T+zcavcmwxKLjYyVziwvvXgD21/5XBpZgVtesJFvfucp1MBGFpdXONFeYD66nLfdlTBmp3jXLSHW+CpVeuQauviJ9bzvUiRI4jblygiBWCbtLDO5kNA3NEK9Pk1/LeWV20fZm2xi7+FT/OzLt/DZb+xChetAZIjcs7+r+BZKriqbLYaCkujmKYpBgVajxD3fmgYEPcUWPf0Vtgx0+OnoIMXlPs5UAr6wM2X85dezUFzkfuMYGyoRJCsUijE6GqM+12R9eYasMcNcWCKKQkqBI7AhzTTh9//wvWzbvIaBvhqF2TnKskV17SBtHVMMeliZ349pTLJxfJCR0QGkHmCwWqS/r4q2ECrHgLLMfOnv+cQX76OjodlYoqOLvHn0DP/j9Zdz6uY/4pRaBzoj8ywKDJaQCKQjKPXwpfse50WbMrY/72IuHC0yvqaEwtA3sIb2nqNMDJUZ6VXMzC1w+MwyL7sR3v8nv8J3/mEjg0PraFTX0p64ntLgGElUozQ47rsNEyONx3Fk4Bc2jGK+mTGzbDDau6+iSjiT4JxBhkEOmPoFrxCAdYIgCAjwHbaUEq01xhqyzGsSjD3Hx3dIdA4cC+Ep2KsgtBBkxrBq9SxyhtJqPGW+WAtvQ+6JFOdX3/losrtv2FzI6bxaX4s0V62fDwz7sBiZd8zVSgmlJDpNQHoXX2csxsaeteTs6t9etXj8QbvKD3k8KzaA7uG5uOcUq92cUD8OIh975GBLzrv3Rx675rzVK9LXwtaP2NFCEIUhWasFMvILk/ROj9ZmBGHE0UN7CY4dpJOl2PYyO7/5Naw23Hz760lyTn5iJTqxfG3nTsYuvoywVAEEGUUaK3MUV06zeHiR/lqFv/mrjxJFRWaWE5QqoAoBWaIpVQfpKyuEUGSuxPH6WUKp8sUy9cyHXLruMovAETfrnDk8x5m9u7lstIfRC7dgwxArQjA2D8u23sdfCFTU9UrPQWwVILoafOcraJs/ttsB5BNVlDXseuLpnGbqsFmKNBphMoqKfKSWcUEtZbEtqcchxkmwGhMW0DaiEEboVsenJYmAZrzMrS/bxhcfPk7/6DBKT3F20fHt7x2kJluM1c5QEvCSrVX2HG9xaqXJUumCfLSmkDk3WgjnIzOd9a8j8HJ5IRxJvARBmd7eCkEwyuHpOeotyTfue5TjB/dT19OoaJz52Rlefs0W9h0/y4E9BxkaH6NSqZAnCXstQ7d7cpJCMWTLugGqwnDo2DQzaZNEB/SEVeqLDdZfvYmxV7+UO+/9Jh8/cJID2VqS9z5CRhmhNGEaE1qNsinuvu/wyltewi/efjGBihGBYnFxEZ0JrCox0D/CrTdeycP338+b7/hFLhlvsxwPs+9AndHBCk/v3sEtP/bzLCykHD29yPRMB1c/zNbRImGhSJZ0kDbFLR6hfvgpemSG0Ia33TLB0uIyRw5l3H9iiot1TK2mCJxYzdENUJQKFkfIwMAAmzcMsP3KJaKKpTzyHMpXX87Cnv0cmT7O4PrL+dSTM7z25uuo9cPMg/9AO83oi1tcmtYJpxp03EH+9MFplBIkhSrrtm3nRTe/ltSEJF0acaYRzqK1JsUL4lABgXOEofb2D8YRSYGxDpPf30E+kglCQYC3224nsd8AjPGjGusdgnXuGOzrmyAfu8jVBR3AGeOxmFwQaDEIFeK7TZfrBPwIyOag7TM2AE+f6voW5Oy17mNyJ9/uGMrlYVAeoCBUAVEhxDh8eI9xZFnnvEQygxA2dxrN1dE/RIztv3U8SzYADwJ7imPgO6ouNrn6mLyv6+6gTviuISfRB0p5doMwqNDPiX2Fa8mEI9SCyGqczWme0qcHhZFAt9sEQUBjZQmbNhE6Q0tFqATlKKQQFFlpLpM5BVaQlnp5+t6/Y2Lr1Vy87Xp0pM90A5oAACAASURBVDjy+JMoG4O2xI0EVSjTaswjMkOxVCVrWAJnWOnEVBSoUoiVsDw/6Tc2JwisIsXXYxJwRhMoiTUWJyVZmtCsn8HsWaS6/jKK4+vRzgOWOEEY+vec5aCfdrk9tTdS8ectb1ddl4aXVzgSXz1WI0l9aRkZhKBt7pNikNYRht4y2llLp9lCqB6kgkx7HyeDQjuIlJf6KwQaUFGZe7/8dUY3XsUlF11IGJdoRQ1eO3IVC6dPcuGFlzA4OsbHPvU5tl1yAepohiqX/WaV88HzaUz+HiATAoXBWkdg2ly/pY+ndp0mqvYzPzdPnFh6e4q0WnNs2X4960sbmZtrcN+ju3nj60aod0Z4++/+AVdeu53f///fjjEWvSrMchidEQQBS4nmkWNl4k6dW667guDQQabmmwwFy0R9G/jS3hZ/+/VvoNUwEWVqdGgrTdVYlE0xIkOLIqYyTFQpML08xK++95t85IMvIQxK1KoxifZK6Mn9s1yzdYDrtv4CszPLfOWhM3SCMUQqqBpDz9BGfvddH2bPrn1IqQhUkeHyMq9+0SU8sON+ysUSPdWQPrHCxbfdxmN/8xlWlgT1lTrNNOBky7Jv8hjX9hXJIovTKXFiETJAOigpz/ZNh0c5cmKB4mufz2OHEz5x9xkad+7m0GwvxaKlWm3xxaUq7//GPowoU4m28/mji+jsOXx6ryF2jiwaIQxX6DiJoM3g4gxhIIg71idtWbuaEiaEoCMUSgVgHcJKbJYSSIWQCp1Zn/PdxWqxFIPQF2Vp5kfI2mAz78PvGYU29+/y1yJdAgG+q3VOgMjHSl0NABbr9KoPkBdb+uxfr/oVfvE/D3b7ftuZVR1Rl73X1So5P8sPhBdJWiEIpCQqF5FA0m5jtPck6yrrHT4aSeGN6rqCuH/9N//jx7NiA1gd8ZC33vnO2RXDeWoWSBdwfroS+c8Q8ry82TyOUADS+gVSCk4cPoQQitE1E0xNT6Kc9c+ZGWrFgKaRhOUqOszpqAieeHwHT+zYhRbOC9QsBIHk1ptfzL2f/Qzy85+jVirzvOduZPe+k0wMj/O8bZv4wr3f5pFv/ws33fz/8IbX3cpdn/wUOnMUVIJjlFLksKlG25i0bXnLHS/knrvv5cabXsP/+vQ3KCpBKzFsWLcOgoj6/DQjPZLnrH8ePaFjduY0UzMrXP+TE2glsFZjXILJuQ6+yFH5qMSDsc51L2LPWgrxX3v5u0+ycjak0BMSJU1IBC4ooXPecxBFZK0mloTenmGazVmyLAER+f+J9Hm3odMYnaKcV3dKLC7OGFmzmc7sXv76b56mqNsUhrdycKGHtGP54u49GP0YQdKiXFpgoE9xfHLK02YDBTYFoegK4TxR1oILELLA/PQZ2ocf4IKePqSAgQFDRsT6NWM8vGeSZu0yWisdRBoSjVzGX35uhsX6NNpmfPZzX2V2ps67/+w9ni1l/KYVCuk7SG0IiCnKiK8/dIw/fcev89X7vs5yp8bS2dOstFuUw16MnSOLE37jLTfxwY9+nUs3FEmMZmbuBPVOhWKxxjU33sHOx+6np1xiaq7ICzdKXLmHRIckSYds3QW88Q/ejZTwnj/6XRqffRIwYDUFoTFpi+WZJTaODyCiKkOj69gwqIhtld5aD5mDvv4xXnbtZqZOnmRUrvDaF9RYFhE6q/MnP3cFamEvrV2fZ91Vt2NqQ9hqfr1bP5IwNqPWN8yOmUHe/P4F0rRNnAqCYIi55jxXjw5jCxJTzwhYoagaQInTrUHWRWe4fbvjkSdPMYPCREMU4gZSBJyenMbpDCkMgZReoJh3vl0GoBEBUlmf72vJMR5PjLbWp7f5UY9hJe342XleKNZKRWSlixMYjFW+2tca1wW70Z540WUK5aBqFEiMUr6LdQFW2dWMYj8OIhed2tw4vIsp5FRPuhYyz1yZnrnGOaSwXg0RSAoy9IBuknjs0tpV3M6ZrjmdIMh3PQVYFSCdyxmB53KDf5TjWbEBABjRDYYwKHdOtCStwymLdAqDoeCe6S3jBBD4HNgQTzUjz5gNQs8tdjaj2W5AWGR2bgYrc+tZbdChpLNS9yxkpfyoJDd1E5HEuRRJBEoRKMsFF2zmggs2YQtVnAjooNh/pkm9I1nfE/Kpz3wRVRrm8LH9dJIWz9k8wfqxIVQQE7VBjW0lyzo428EKx4E9TzMrFR943x/yyXu+RV8lYt2aPp677Wru/MxXUaFEGMOBxTpnZtpcd8OLuWBwgD37zlAOJZkGqRxGnhNkaSMwnpeUVwsRxvjUK2m6Pkce5HTWPyYIBdUgoaoElXLEmsFhjkzPEGApRBKVZGxYV2F61tJsrrB9wwbOLLQ504iRSIw1GJF6HYXzOb1efR2SrdQZLaW0OkXWlA2RgL5axvVXrecb39vJTN2w1HRcec02ntg3TVNHlHtGcQhS48dguTeIr4TwxYAW0E4NoVVMBC1cNaLJAnONMrY2zKkVaGQTjK5bTzx1knjxNMvLy2SJZqVtGRwco69vgJ5aH1KBNt5zXkjyTCBBKFLSOMaqGiIK+L13fwyBRZQG+aX/9zUsL89x1xf3YWUfstDir/72Ht795is4tFDgrs89wIoewyExWYnv7NjL+oFe3v4zl1GMp5FmHZmKKMqUMEjYMFblFa+6hc/d822+cPeXWV6uY6Rj68WDTM1opFZcedEEqStyevIUs1NHKbYEHz9zmtrQCEbDibPL/PJb/4S//L2buaJ6lE2qzJ4pwUorpFcvMbYxZGrHp/jABz7MH39hP2m6hNMmt0+JcFZRDA3VapWks0z/QJmzs01CFCVZJGsuApZIlpFRDIVBlpdSKlXFXDbM149kXHr1pZQWGtSbdRY7iizJ0J0lAAYiSSJCAgntxILMCAMP3uIkKEmAb/SNybBIAqFQ1mJMhsGPilOTEipvoREEPpDe2swz/I0vbKxJSbMMm9M5u4u2EgFCefHnahWtda7Pzm1GJIBCGz9V0IEkNBKbW5Vo6cN5nDPIPIXM5VoHIQTaZavsOvzdhrOGUqWHIApI0xiT2Nxy2ltOSOsQxnoju3wYZW1+j0qPURjlCS++C/lPggEIAUE3TJvzdrwc9JNdXjbkc+XcLkIILwgDojCiGAisVd4USvlRhFABxsH87AJC+3YxhNxywuflBgpcaohtiicOCa+AdYZaUGClvYSWESoIGR/pp7enTLHQTzszmLDA7HIGhUGm5xOGJzZydi7lS985RDPrYd+RWWY7Jfr6ern6xlt4eOeUH8moAmExYq6Z0aif4Tf/v7cSKYl0RU4cPMvRU7OooATGceGGcV5+/at54OHH2fn4U2y/ZhtBsYhQAqkkSigKQuYsmVxN6AKE9Awmh3dMdMI7YGf5hS6dxOS2s6EUDISGakHTMSGHZlcQRAz3DBK3VjA2Zu/Rs5SqFaTN+O7JNgXdYLBao5G1aSYBynmwOQp9p2RciBIQd5Y5dPIohcoGZlot1g9U2D/j2HX2aV547eU8sWc/WTxDvTGLdTEjw6OcmmlibQyqiHTBKljn9QxeNhSIiFBmFPqKFDdfyoGTUBBLvOilW7n3i9/l0itfxKGlCBEGkDaZPH4Sk6UYIahU+zDJPL2Do1SKIQpHoruaE+VzD0RKM469LxAOJ6q5eZ2hIBX3fmM3yyt1AmU9PmRDGrKXt37oacJChNF9ZFlC2bSIbUxfNsDN11zGuz7wWX777dtJtPYeVcYiSInjJb7yuY/w6htv5QVXbODBBx+mVOujdfYsQdTPmv41fPO7jxGFZUpyiShsczZdx7XXPZ/Hd+1CSCiXy0QCLp0QjP3MLQy296KfqHPsgKVv/RDlgZDxQpP1Ay1axpKpfupLCyQuZKHj6KQZ471lUiuwmebUqSnGRiZwJkaLZRpaYRYWCY0gC6pIVYYoJdaGIhmbJ0Jkc4bp6QaxrZJkMZmrESpJHMc0l+sURtYinPABMiIC4bsuKRyhyfwY3SUYY3FWkYnU40xCr2aDF8MiYaioVCpYa0mThMz4148Bazt0LRaVijxd1bnVyMmgK7rsXleOnFZ8zg/IWoNUEQ4ILRgJajXpLKdnCwWBw1nndQO5p5ASEqu61i4QRQFKhUihiOPYX1HOKyas9ebZ5ryRLHTNMAXnjAs9AEzeAa8KPn+E41mxAXgaY5eyeE4F60dw504idEdC3V/zO3UXSUcGKCUJ8l04igKkUGRCMn36JM6kWFXAaZOPlECnhkohIDZ1hApRskCEw1hDp5XhaOZ6A9961CpFZiePY/AjiUxbZFhAWMX0YptiIAlCw74Du0isolgdpJ4WiZcyPvSP9/H+v/wgRikKaIQS6PlTiGKNYHALy60OG6NF1g43CIc0n9uT4qSkXImo1UoYDTqscuLkHCvtDhKByoVu3mHHx9YJqYCEbsyBI6EUqtVzXQJfsQiQKIx0eSRkC9dczKm4Xnw17A5RHY44PGXo6R3FCo0RBqtTDCGzS0vYqBdEgnYBr7zxZVgMgQCZ37BKGcbXTHByvsgN14xw5HSHGy7bxJn5NpPz85yammZozSaiQNFXSUmSs6wf6vGbWLcaErlyU+BtIZQCFyOt4sTpGQbWbKe0cpae4a18d8dBwtoQE6OGR47OcnAm5pI1A7z8hmto10/TdpanDyxC2uHEoTmuu3aLb9EdOegs/HxaQNc3yTpHINpYWcDaAINieHiYSllx5NgsIRmpgoQCNgqAIkGwQEH7MHedhjgiPvrlPfQPbSdxisBorBQgQRpJsTzEwMAmDj12P/qU5m0/uY2OK7Jz3zQPnxYMlFPe9Ms/y2JdcOHYEmGW0Wg1+eQ/38XQxFVYq0mMRUsobdxCKShjDy8xOX2cpUYf+04u8+KLXkI1qLMYT7J7NmZhOQMXoQ20MoG2AalNES6lGqQI4UhbM4wOFimGVW5/3fUc3fMgduwKPv6Zx6gM9RNKQbFQI23WefWLX0xz+Sxf2bWbX739Cj5+98M0kg7JcpPRoRpfeuB+XvBjw4RBEYzB2gTpNAUhSUTJmwGSgpZ5wJHIA5z0qhdXISxgrCaz0GglZFmWh8hnKAK0yNE/57Ew4UBbUASrAssu5ojzALDJfJdg8MWfw+QCTbNKqPBr7/nElGfO4lfN33KyhcoFpU6AEiGBCr11hbYo6XMPlKctYk3mnR5yVbC/N3O/otzLTFnpK2Ph17f/NCMgv1gX/S4cePDExBrjvHDJO8B6xeQ5Hw7nTdxkgHMakwpaOsU5RyEMCAsByhm62Vb1+UlGeiKWVloYGTKyZpS5qbOEyRyvuuYKHnqqQVNUSNMYazVCRJRkgnERUiivL3CaTrvJ44/swUl/kVRKJVpJTKQEN/3Yq7j77rsZG+6hUgkJCgErnQW01gytqbHUSFmzfhPGWtKgiAwqXtgyd5TASF515cXsnhzjLT91OV968igqXsJENZ7evZ/JUydZbFi2Xl1jsb7C8PAozliyfCTSFchhHUJ2KwyBCnO7Y5v5VlkonPY6AWVBqpggB8uUhU5zBWUM2gLSsbjiFwWwZLrt6bYINm9Yx4kjRxFhwV/kKKRSfOVrX+Zd7/tTtIlz8zfJ3Mwy2iRUCy0mZyJSVeWuL32PCzavY2J8hEiVODU5z9hQL2QthofGefroAtIafMC4B+wcDiUcYRTgrCAUFoQhMYZTUwvccfN2HIa/2ruHSgCzB3YQsoZSVKMQWb758C4cKcpZJGWQEGQN1owMY3C+wpMWayxJkhIVQtJmm6hS83Np1YewfiRVCATFcplCocDbrx/g3f+0D0SFIFkicstIBbGtYuNF3nTrZnbt3MmMWMPZYJz5liVNNIWiIrUOJUJkUMQszXLxenjta9/Ct+6/jzu/ug8TTRCogD51iovWbeWjH/oIG9aO8lDH0FmZRJV7uPGVt7Hv6BRpZsiMZckUue2X74Qk46ZLMwaHhljbCfj2o0v02geRWYsWAwjVQ1jUxM0WaWopRRHWCdYOjhAnbfor4HSHKAwgbdMTOD5/7zcpkPL0joexQZmoXCOuL2EyS1Ao8T8++GmsclhT5E8/di8AHV2h1DNIFc1rXvNapBS847//Ee//wJ+hmnWMcUyJAUpZh6eeeoxLL9uKdppiFPgiIOjqXKTPDHACoUPiJKUdL6OUolIoEEqZCzg1DkGgCt5lwObe/s5gjQSnSXXm75kuaKskSniuvw+BP+dXFIZehS6MwVjvG2WMTxK0xgcU+cXYixWF6/r8eFA6CLwnU5pkOdvIp5VJfAFpcV1NGcJqv+Br0yUTefWx9GuZ1ZYoivLg+f8kHYBzPlpRWdBp7Ft8l7N4nMMpEOT2zHQ5uXkblHpwxDlN4GQO1lpMZmmbJgQRohDSbCSUABlGpEYxM7uAFBYrJbMz0/QVQwpZm8JQlSTNqC83kLkPeitOwIVoGbF2YpyDi8eoFCxpKmm121xxxRXs3r2Haq1EKXJctGUz9331blQ4zsMPPYISBqUcaSao9RQ4dvhxvv21zzPROcE//Mw4E7U+ppY1xZFNvOQtbyAqHOHA3Y8zNLqe5Q7010ps37KBU5MrrBvq4dRUCxtEPsA95y4LutRFgzQpkhAjrHchdV7K7jc2z7RShASBQFvjWQk2AyWJV2bBaDICClozJ4aYnGvQW1YeVchZCseOHcsT3CRRqDC2TBAWsCKi02gQ5uIW61J0amg3HTbLGKsVGaxVuP8RQX/cw83bLuPw9BKLJxbYMFZi51zI2nVr6NjyKu2tS1W10uKcRWceptHWoYSiGGpGxQn++tPzLNZniGxGnJYITLJqIbHUXMCKCKsTNBHWthFhRFQeYnxsApOlhLlX0+5duzlw6CSFKKB/dIS03SQ1jrf8+GaePHSWh/Y0SbVjqd6mHGX8wd8+zkX9bZZEPy1Z8YwsmtT0MYiX+ZdPThOVAq65ZYL+6SVmWpaVuE3cSX0EY1gmzSSLLcO3npzn0ac/zK+9+Ra+9cQJlLRUI0lUKlErOn7rbW9ChQOsWzsIIuPh7z3OA1/7CtuuvIFOu01ULJMsCZJUUMVhOi3WjwlOTc6zoQIDBZCFjJLQDBcl5SDAlCo0OhmFSg/aCkzWodUJMMEivb2DxO0mqfWbeVjdSJYkqHIfZn6KSGT0Fxfp0EuSGZ539TU8+vhTXH/hAJ2m5aort7L74Bz7miH//ff+kMu3bOXxHTup9g/wvre+iY/cOsJke5FjR+qcSNfw0JmQ6174AuYW6l67Ir2Sx+icyGAhM369MK4b9GJJZC7AkkE+wgFtLUHghz0eBPaLqXXWW7LnYKLohi1Zh8DTnzObfV8cbO7dIzzl3BiTB4YpVHAu1Emp3KAsNy+0VpNlPkrKWs6zkvBuu+QbhieueNDb2POILu7cWNfjmiFKeYD7X8Ww/geOZ8UG0D180Ec+5+2CID5lJWcD5FWu8r77OEkqHMpaHxfnQEhHlvN6XVREdP10jKaeQWRa/M6PX8GDeyZ56niTtqryxPEGKvLjhpGkxcrSMhuHeumXTZKwxFJcQruAI/Mx5XKZ2fllWm2NwaGcY9eupwHLyJoRUhTLK21KtVE6ieKlL7uJv/37O1muww3bRnn0I2/j0vGAt2619LgyS+0OjRRO1ptMn3yan7+txre+toPJ6UVEeS06NSxPTZKNCY4fm+W5255DGCl6ar04520jEF32FAgUGoWw/vv+OnRYk6d+WYEKHcgMKSWBDPxN4DzWcniuQeocSjq08L71kdIUZUDHCc/cwOsqTJyCtJgsRgQFrLUUlWHHjh0sLBv++n1/SKlaRXQWqDcdUlZ4/1cnsZyh4AL27nqK3ziwj7DST4ikOrSJjZvgySd30k6LVMoRJkvymyDLqyTPkJD5CE7ZhHbL8cieRVqRpVToYzCKWWophi95LicOLxPpjGKqKMZHKRdrrHTqmOIQMpCYlQX6empkWUYUBezedZB3vfdjgCRpNimV+gnDGkUX8omvHwcRMDyygYmN4yy2miwvZ7jyejpM06gvcWHPGYoT29BLDa669DoK6RzPu+ZKPv7Zb3Po0CkKosXtr3sj2qQsdQRp2qaZtLBGEaoyd7z+v9DfU+Ljd36EdeNrObWYMNMIaaVwmRzmPX/xUXpqgzibIGSBTrzC5RduxMZL9BaGKURlUhNTqkSUXItrtl/GlnHJ2YUnWbtxLf1re5mamueCiREazUUaWZFOnJJZR5osYpUgCBXNzLFm7TBLi0skxtJoLhGaKiKeoxrETERtbNkRWMuFz5lg3Zph7n/0ON94/AC1wNE70s/rf/JKlhdmuPg5V/K+z+yn2jvAmVOnaa+06e+pMb2wwJ/dc5wta2oMrXkOBw4tUXJVkqSDQufiKolxwtuFO39vZ9oH3mfWrGICWEhMnNOFQ+hiis7kC2c+xsVTpj2d3ifiGePHPN08AosgEir/vsn1RQpckCeWuVU2mshHOH4klNuunMdeVMIv3NZ4Qznwox1s7vnjPCXUaxW6FPe8K0EAGoLQa4lQiEDx7/TX/Hcdz4oNwOEw2pu8ddWjvv3ym0A+fPMPFkDeHRhrcSpH4h25y2Zu0Sz8c0YSdHsZ024RRlU0IR/852+hi72k9CLsIiqClUabqNJDmu/8h06cxaUL9A1t8J7tiQZbImvNc+zwYayoEMqcOodDWssHPvBhnAg5fHSKJO1Fhoq//ru70BnMzS0wbme59hVXMXv0CdSmMXZMtjkwJ9h5pI4Kq5C1+PmbbuW6CyvUl5r0jtQ4O3+WV117CSvzp9iybRvtlSUG126kWoxQ0gPlq7qJrteIU3RN3pztUtpyl1Gc91rJfPWk89MaCqhWBE8dWyKVvhUWCDApLulgo4jNm9Zz7NRpFI7W8gpREPoZq0lxMkCQEgWapNPGUaM+N0+j2SKyHZwMiVSIDGGwUqMomxRKa9l5ukm50IPuJHz6vqcJbIu1Y8OM9w0xWLS4QpemGJDZDGtFzg7xNiHKxjQbMYxvxyxMo7KMdlBCm2VmlxNKlRrx3CKZHSQqDpEaw9jIOGcWVsh0h4GSIu2sUC1XMHjVZceVsFkHYy2BcTgZ4ZwlDjciMAyUi8yenaNjBP39FaRe5Iwu4VxGrSzYf3A3VbvM4kDIsWPH+N4jT5BaUOOjrL34Ij77mU/x47feAUFIKYwolQU6NWQ64cv3fILlZsaVWy9gsQXNWBMIS2+tj7WjQ/zEj91EX/8wl1x6EXGqmVtO2LXju1T7+2i3Db2FgEZOdawVIoYHLcWxlIGxCtsuHyUsxVw0uIXTrRmarTpNuw5rfDauCMBY6DjLmk0XsNA8iNSGTmYJwgKDQ32Ue3ooCknmDJ3pDkHS5nsHLPLAAkJFFFREOZI89NgBvvPYXi5Yt5aTxx9FD2xANZsUKkVS66vj8ugEj6UJjx5Oscea6MxQ7jEYmyKtz931FG9BkvqF1ziBsV4Y5s3TfIauyWKMMYTSYwjWCEQQYJylEEYEq0ItT1nuKUZorWlZSK3FaI0UAdr6bBBjDOQFkjSp182QoXVe/ecun05kqwCyxq6qdpWQ+ew+V7Fzbl2zuvu7+bJmNbrbATjP/BdKIkNJGJZQKsQJH3BjshTjuoZ2P/rxrNgABF0g5RwK7pz1STurAgG5qrADVkNjrM5tI0KFzRUankZriQKDIyRutYmCMpl1gKJTmKBPtRnO9jIrx4nTDKUENusws+JpV1lQxIgh5poJ0qVMbNpCNrNEQaWYNEEVS362HoTe99wKXB6uEacZUkb+giAA6U3bitUR9s1GODNIaS6mF4k5e4xy7HnKlZJCjY0xNhASlZY8tuAyxof6OHxoD30DgnKtysLsPFsuvwJh81IjN/NSuBw5l3StoaU4J13vXjKBilZFOHGmAYvJNCvNhLm5+VW2jRBeGXT1tVdx9MAezk5NknWahOUqWy97LkcOH8JZ6Ouv4WRIqg2hdJisg9YV6D5HbkOhTcziiSd4/tarePDh73DJtiu44XnXshBrpmY0HdFHQQtmZ2eZmlqkHAqUjPxI0KjVmyDRDqyfu0aiiI4XmJycJLUFKqUy8/NLmFaDqeWjjExsphAsMzJ6AccOaCZGe5lqaDKb8JbX3cBAKGnNnqQSKYyLCIRDJy2E0fxv5t48TLOrLPf+rbX29I41dlVXV89Dhu7MhBAMYQoRA0IERDjoYVLUgxyH43H4lE/RI4rnQ0EEFI6ATEJOAJMQEiAzCUk6ZOgk3en0PFTXPL/z3nsN54+1q4N+Xsq58PLi/SfpqnqHeuvda63nee77d9vckeEQNkM6SdlOoKxE1sdIRYI1XU4fe5ayqBCziEoc03Nd1pUiNo5dwNOHniz0pDXiCAbVIicPLLJt225cukrgMoQE5QLCSFJKqrzrF97DvXfczuShu7nqeXu4YtixZfv53P/UaXb0LWHKp4jMCjd94rNYldCRdabmVxl96aswWlOpxhgNMqny+NEp/ssnW4wOKprNiL9/aAJNFxWuYITgmoueZXznECJ0EApEGNHs5nR6PQ4dOcaymeXC7UMEsSAWLaQSbN04xL6nJllgPSOjA+TOIJWj3QvoixJEkGJszvnrNacaw5ycbvHq117PV7+zDyehJANvfESwPLfExvV9dIQgy3tYa+h0OrRaDSIVoYxFBJFvERtvhFqTiMvCExAoRSBAyICSC4p4T40SAhkFDJRCTwMWQO4Jtk5IsHlBY7VYYwjDkCz1KAljfEKdExYUhFKhM0OapegiO9riTYp+/fJobSs5a8oU+E0CimpABoAoevde466KjoV0kjAS+EZneLa/H4YhcRyitUXn6dl8YigUkv8Otx+JDQBAyO8j0yhfVgXyudAIlGdhFLhNv5tLx1pg49rNT+zBCAgK6djC/DzSaazzFmyJIQxjdpx3BbNPT2GdJyMGIvQ0SyzOtvF7vkU6wcTxI8T1YSpBgHAOaRxGCP/szhCGilxnBEHJR9Fpn/hlzDDRfQAAIABJREFU8WqbLeMjRLHjS988wPDICOeuS3n51Zfycy+5lsQ0OHXyGAvLki8+ATPtVXQwQLoyR19smDl1hCzTtNsdnIPhgTJGBOS58TpiWyClXRG/KExh+AJBYZ5zFisduBCF8RgkAaW86EOGPhEqb3dRxX2s9lvYvicPkUjHaqODlQlpbjhy4rQvXVVMqa/GzPQiobCUa1Xm55fR0gApgggvXvPcndHxS9i+ZStv/9U/orZhN+vqML3QJq5v5pLLXsDbf+lNfOX9v8CDTy5TCjVOxARk5EG5GOpDqRR5GZ90SOeDzVudnDyMSTptaC7x6Q+8kz/6ixtII8PyZMpuumwbqxIFGU5bwnCAL932GHvGHK9Yt4EQTRQYIpcRFj1gk3fJdRfrMjZt2kKSKzb29zPZ6lKrCPJAcP4lz2ffEw9z3cuu5P6HDrA8vUonzchlyFxeQxmDEyE10cLMniZSVfT0U+Rbh4rPqwKXIzFUVcLNX/gQV12xkzf9xNvZf7jBTd89RXT6FMiQJbGeWx/pUanXqG9+BZVKwvlj41wiNIszc4gohrBKdWicE2ca9NXXc3SpzWxeJ3Ul0qYjDAKUjDBCsu+Dn+Azn38xoRAQBOQOSkiUFVTDnLGRIbIsJQlKxEKyZUOZ5ZkDVGLFidUIkxvCyHDdhTXmmx0OTGVcsqvK8UOnaGUbWG21sVJw2z0PEIR9SJ0hVeTxB1GCRtCwVVppRqRiwlKHXt6j0+xQHkggCrFCkun8rPvWFvp3V7Q9hUlxgaAeRUTKCxlUGOKcwIYx5Bm580wYJwR5muOcIkOji/S9UAVYYdHaVwPCep8BUmCtoFd0JYwRZ9s4OOeRzs4vxsZahAzPRkJaJwjkWkKYLAbDFG1aiSUnDONijXDkxq9lDuNjWqWfeaZdU8xIe+hcIoXB/DOT2Q9z+0ECYTYBnwPW4/sxn3TO/ZUQYhC4AdiKD4X5GefcsvBH+b8CXgV0gLc75x7/t55HFgu5Dy33jjnj9FkVEGfLKMVZhof19/TTd99789ItiUIglTcQLS0tFTjhIr5ZwGIr44GnZxAiRAjtk7/AM+ZN6tUewqKM8FwQayjFMdX6IEJ54wfCnyCkA21SNo2vZ2Z+kV/5lXfw4Q9/hP7aEK1mykte/kIeeWAfv3r9Zdx7xzc4NrnM/FKde/fdQndlipqBvqpEO8ekqXOw3aI8up5uLyCzgiOzKaeWLFtGDOU4IXApUVjyYeLOh9Cvod5U4GVsa+Hvrsg1DWIf3iKdxKxxgqTDhD5MJ5QB9aTKzORxhPFtNV8FWLpZl/7BMqoJQhUtJpP6D4/ImDw9D4GiEpWp9g+jsyY333IT5foYNm9hMBTnH1CKk2emmJieZce553HOzi3MLj5NyThcmHPrp2/kIhHxvdYKgQERCV+8O+PxvIAqaKbOgpCCvNtlrM9hTZNrzw15eF+Lv/nIF6hVh1np5PSV68y2Ao43S+heh0oQgMhpLy+yvxlw/ZtGCKUjLpdxSDaMjZA1pyGJi0jNGtJ06GQpByYm6OY5JjOIsESe9WisGG685buU6mVaVMiCgIPTHbq6Rqi6OKsYWn8J28/Zzb57vs5LrricTZvHKTxG/rMrNdZlbNx5GTfde5Sb7zjAy699BYuNFPIOzhn6BwYQMufE6af8Z94qHsw1YRhyzctfSe6gm2YsrzTYvWMTzx5vMrR+M41Wh263jYyrZM6hdQOjFGEeEgnjNfImJ3QKlQT0BwlDQwOM1DK6Syeo1hJwVb53tMfE6QZjY4NccsEYx/fvZ31/hXRlkvnTpymLUZ58WtHplRhSGh30EYo2Sw1DXO1QcnjERhQi0JCuUs5ygt4iabSejjGoKGFxZZnR4XUYBzovZj/WtwasNcgCc0JAQXgw9NcSKi5FFebBts4x7ZRV6zX0Dvlc0liRJOacV/JEcQWdGWyR6qWLToQzPvxICFsMnP3J3RSYZqc9iVcJV8D0LIU+xbe1c+0PKYUKyBWYexwEMvRLvyvQ1Mag8c8fKgnWHz/z3A++jfU5G7Zo9+pi4vDD3n6QCkADv+mce1wIUQMeE0LcAbwduMs59wEhxO8Cvwv8DnAdPgpyF/ACfID8C/61JxBSEsYB4C2YymqcEF57y3M6W3jOzYd8bkgj3HPxiY4CuKS8jjgMFCeOHmNtuOzQhNJRLYVIAlYbHXKdEYeJHwpqjTT+wxaFIblzZDpHWcemTRs4cuRQweheOz34wI3+ap3p2TNgFR/72CcIVIms28Mazf13focgCvm72/dzzui5ROkcPRezstrFxH0sZIZObxhH2YelqzqtdoBVirYcYHnZIMpbKCcVFpdm2Ll1J+tGR0htisYHUssClqOEwJGirKSbZ2ijCaSkEhZh886HzayZFF1JYVFeix1mZJ0OgjK2GJTZXKOcptdapb9eptXtYHTmTzyFRA1hsbmjaSWt4xN8beUuVif38/7f/wU+8KHP0c0sRoRYp9B4RUUgFM8cPsSBZx6nP+gwv9Jj9OXv5lK9n2/sFwTrxlhq91gXV8iNl8fZgsGu0EgCtNPo1GHSDq+4bCM9apw3usqFtRM8eabFoiljgk1svvRS4uVDvPNN5/HQoQn+8fFlhEiojWxi01iNw6cXOHpmnt/4rfcxM99geMMOXKeJSFuEcYiRDowjCiPCsEJVSqRUTE5OMjPRJAwNsQxIm5r/+kuv508/8iUws+zeBJ3FVaZ7JUy4hydPzKE3XMRX7jrIz73pXJTyvheh5dk+8qUXbqe/Zrj/gVmSUolSuQJdAwq63S5nJiaQsox1Gudy+mp1SuWQOApYWe5Q7a97p7Je4h3X7+Lowe+xLDJKGzaQVBQLDUNGmW4vYLk9z0jURYuY6VU41cxpOqi4nJ9+6zsZXtrL7bfNobMc3W2yff0OVtMtlMNlyr0Ffvq1V3DrfUfZvG4PrdkKXS3phpbd26qsLqV87l3n8MWvP8KdRzTNniLIc6/EQ6C1JgoVra6lawd5wa6NDK8b4Nb7nmDy9AQXnns+aaeDtgXyw2YE0qvZtINIOJQVBNIihafghnGJ++75Dvfddw/lchltDX3rRqjV+oniErsuuQxUcBb8Zq0/PGp6Hulwtv1ctHYk5M6QoMjICWSI1qaoJtaMvu6sczjTthgMq7NtIuVkMTNwfqOVhZ+gcOmbAmCnta9ShAPNWpi9IDe6oH/6ud4a6dcv3P8BMlDn3DQwXfx/UwhxEBgHrgdeWvzYZ4F78RvA9cDnnH8XHxZC9AshxorH+Zdv1uJS3zLwvWsLBF4GJv5pbqaS4ITvLYdIDBLhHEratVLBK4icIAwsUlmmp06DlJjcoFREprus5g5hO2Csj44TEmcMUkElSWg3MjID1uSoohe+bsN6Rsa3INXaYNLwkpdczXfuvpNN6yKOntQYnXPdT1zJ7d96jPHNGzlx4gR5nvOWn30nD/7vD9FOU8at4dQsDFp43gUB02o3J2cUrrPKC150GV+9/QFipUizHjHTGN2lJBzzR+eZOBLyDXMvvzd2Dtv27Cbt9iAoTvj+RWFz31uOlAJ84EmvmxXlpSJQEiG950I4L21TUiBt7hd4UcZHagI2xTqvoU51gIj7KJUEVqfQS+nh2FOL2beSUrEZg0M1MuXo7+vjbz7+SZIo5JoXv5CnDjzDxFSToJB2hs5g0yZXPv8iTj3zIG9995u5deYUt6SAgYWpGf7XRz/Ke9/3PwhMijGatahJKx1CaEJydGeW8cGQMRXQbjS4cLxOff2VjG3t8PF/3EfDVYl3bmdJ9vGZp0OyfBM7z9tKr71C6Jq0um1Wezkf//inqZQqjG9K6HZW6CxP8bzzNnDo0GmsEpSimFTnPh0qKpPqDiP1CEFE5nLCrEeuO/zlhz9CEgwQZ102jl7Mm962h1/+wy/hOilB0CE3Dtu3neOTS4TOInS3MO8JkiTmf37wL6iUBtlz4U5ecNklfOO+I4RRDWk1gyXJ29/8amQ0yObROsZGrGaCdmOeufkVEIpKqUIYRbz6+tdy5zdvZ93ATnaMOo6fmGV5eYamGMCoEgbHUrPLYh7ScSEnmx0Ws4Su07QNfOW273FRMk+vl9PXN0BLWxaWe8wuzFNaX2Pq2dPc99hpdBiytKKxMkIoWF5tcNvpWSLluO73J8mzHkkSUxsZwsnQq53CkADLu97xM9z97W/iVI2Z2UmOHX+WDcPrmFtc8CapMEJl2g88wxiDIVSWkhGUyxXanQbHDx7gjq/fxOmjh4mloBT5bGRjLYqcTmMVoyKMs3zwhptpdrwAQhfs/2LF98awtfxsq/HAAUEcB0hnSYRCWUkURN6HoCRGW5w1PmDHOZQ1KCtwQntlXtHewYISDicUSljvGBYhvW7u5wSyMIzhNxanJRYDwqBEgLXPZUGueROMzcH98B38/6tHEEJsBS4F9gKja4u6c25aCDFS/Ng4MPF9dztTfO2fbABCiF8EfhGgOjhSYJ4dQppC5aNxNkQF4Kw4634TzsvBjNCFHbqoAFA44e/riypNKYkII0l3dZVyuYztZhjtSyl9VkWSgnO4PMAJh5SKdmcF4SzG+h3Z4lAiINeO/fuf8aWkVIRBQH+9AjZlw8ZxDh89QhD0s2/fYYQTzM0toMISTsZ84QtfInQlFqcGqIZNtmwcINOK1ubL+dZdR1lXVrz26j2s37qZj/7xW/mD932QOBigFml27xqnsbKAiixPn25QSywPP/AtvvClr/H//L+/A9J4uN0aajZYM4wLSjJAI5CFmQtAyZxQ+Q+xMBZjPaFQCkOVjHpJsNQNC8mb8B9sZ6jaZZz2/otmu0spjCiHDre4QFkMUY8TSmGG7ragM8GqccTlEvfc9vUCpzCKCECgyTPFe3/ldew/PInZfiFfv+cxLvjpn2L/o08wMhriVuo4/MWnne/5YsXZWZB1PtjmwL5HmTx6kFsOzLF983bue/QpykmZyVXHcjqCEY6TZyaxOEarMfd993G6nWV+7HlbmZtvcHqmw+kzXyEuDbNxx3kstDoM9UX0RY6V0/sZL2tcUKKUdAnDgBf92Iu46aZvcv3rXsnt33qQ3RdcwuGJKVYWc/7wT/+Un/v53ySWOVZovvXQPr774PeIw4gyDYaHhlnNDcvtVQIx4oeQAlTxd9G9lF/+5V/g7vvu5cSJYywtLZHlHbTOiaMAnYd89cbbqPePEocwvnEd8/MNJucXeNlLr0IGNZTyaXR3f+su8kabM40ulz7vPIaGU4YGKpQGNnHnwyfptNuUS7FvU6gSQRiheznOSjKtGd24mamn7qe/WqLVapCEkmbqJZZxHPKiXZvZd3ieQ3MdouE+n8etIIpTamWvDqslkk4WgirjrAKToZxGCEme59zwlTtZXFzGmhnCMCTvraLiLiMjm7xqzZ/j0DYniRKq1X5W52f51If/gkPPHEQqz9gp4ahIg8SSttoYEZDplF97z7v43gP303Ql9j31JEuLK6ikSiCLY2auz2IfwLPEhAJhFShHIP2i758HUCBMhiDwZE651nJ2vl3kV4p/tmr6KsNn/PprtOhM++86yPMMIaOzoGMrfNDN97e+n3ssbyLzuec//CD4B94AhBBV4KvArzvnGv8KivRf+sb/75U65z4JfBJgZMs5zrduRJEB7isAERi09qXxczFs3hUsC9frGtp1LY5trSQ7GxVpckya0XYaYRwO76hTLi02f0OtVKKbrel3NcJkBFhCEdC1FoTEOEspjphdmPb6YQTlSsK3vvUNVBQxNbOICssEoaLZmMe4mDhWpHmOKN7oNI9xMsGpAfYu1REODt57hkgKVno5n797Eu0mCJ2iP6oxPlzj+KnTPPb0EXZuGmX9yBib1qf85PUv5q9vmUHnIf21Gt3eMib3gTooQRCEWJ0XfwjtyZb4RDAp/GlE4nN7hQBtM4x1DFRL7NkyyuKKo61j2tka8MqTE688Z4B2ZxWZGURSY2o+ZfuGfvp1zDpZ4/RMh+n5HpvGK2hbZXZJMjhQp60ScqNYamRkGqTJyEyCKvfz0ENfY8fO8/lPP34Bt9/6J/znt/0Wd970YWpBk7Tdwukuqhjg+9aVOFv4SgUijHn2+Bx9pRKJm+HNP3stn77lDIsqYFV0uWj3FuZOPMLw1otYTA3ddovpZ27g05/4IB/628eRar2PETQpm8b6KLcVl+zczob1i0wcnuaiyy7kJde8EtdbZe9D9/OKl1/K7s2DfP2bd3Le9g2UVYrMu1ij+MP3/lFxrUBcHWS5qdi5o4/fe88b+OvPf4OlPKTZaDM6MEzW6WKLz7QVCuUsQRLzkY/+HZs37+QnX/sGquWAkZoiQOKsptNN2b59O8OjdayTJHHAju2jJPVrmJlpsDg/T3/fJqK4wuETkwgZk0QB9zx8kFoScvL4NG19jLDcT1kZeu0m7TwgK4xNsSz48wVIcGJikW7JMTZSo93LcALS3KJlmbv3z9LtaKRxlGJJICHPDD928Vb2PSMwMiFJSiRZhkXggthHHuJnS1mWgxTUav2kRlMJNN04IIj7aC4vEUhFpwh0EUHI+379PTSmJqiWEn8YcdZr6zGAv7aNAC/F0QgM55+7mYsvfzvYCu98+3tothv0xRWcdhjrsMZLuEP8jI9IFbJSRw6oMCgGjX6D8Fne+MMoFuU8fNK78L0iT2DxQfH+4CKdK9hVPqwK6zBrpjLnMK7I0LYGI9auWIPCYa3fXNaUfGdfhwQIivv+cLcfaAMQQoT4xf+LzrmvFV+eXWvtCCHGgLni62eATd93943A1L/2+M5Br1jAwjVjB44sz1AuhCL/1ThfTq1VAp5oGUAROO23ZD9YEUKR5bl3LeIzRcuBpV7tQ/bmufZFl/Dlf7wXpKKb+pJMSD9QzZ2PltTGUKsO0my3ECJmpbnAsweeJBAW6xT/6Q2v4vjJE9zxrTt4/at+jD/70EnKlQDheoigTK3WRzWUuNYy6wZLPHOyTS9rUwmX0OkSNpckkSF1EcQx0mi0dsRK0M1gbn6RkYESsdIcn2kzOf8E73jnO7l/7ylWuzHW9ZBkBEJTUgFaFMcK2yMWAZb87GxAKAVCExKhnSlOLb4fWwoV0uWESB49MkdXjaHJfIwkugDqafov+glu/cevE/dypGvQM1WONizDep6TpkfkeiTVDcy3+liZi3j15VUuuXw3B06F3HLnQygpMdqROoXC8uWvP4ior+PRQyfZe/A0qY15dXuakIBuZ4V0eYKgUHn4nqgpTGHF8M3kpD1DXBtlSE4RRjU+/pm7Ob0ckxtBmmUcOqwYSWqUghJxkvBTL9jFrm0vpRMPEoZ1jMjAOnTuGK4JzMo0jxysMnssg+x87r9jhU/eeSPC5VSjnBvu+wipgZLM0NkUA8MhppOzYXSEnZs3cvjEMXIt6PQcUVTj8OkOb/3tv2P95u1YucCG8QEWl7rMrXbpGIfOHFKGhGGO6jmuvupCzpyc5tu33UqQXsW24YwgqLN9bBDTXUbkXdoLsLiyhBNVHu5KOp29XHH5BQwNjdHrZTRbq1y0bQBll3FOsGvTEJvXjfCm11/O/OwcX75lH/tPLvC8F+3hVEMDHRwBodAEcUgSKzaPrWcmUbTTVWYWLaUkIAtzDAHGOPrKEcJKmq0eqtC9d/OUkwf30Z46g0r6kYGjv38QJ2MWOxUI+0isIU4C8l6HUuDo9BaoxBUEllh6eFVjuUlSCmnMNzG5JowTslaLeuSQdIr5h0Q4TWSlr+Cl8/p6mSBsjxI5v/JLv4ZQCcbkxHHA3PQMcXUUoY3f9JwHTObO+pAk4zNHdJYSBSHoHCsNygk/BHay8KE8J8dEWEIlizzwwrUsvdy0JNTZNSu3/vCibVaseXrN7+XFHD79BieKx1EhuNQPuaW/lsVZZZ+vKv5DUBCFqudTwEHn3F9+37duAd4GfKD4783f9/X3CCG+jB/+rv6r/X/guQLBnV3AgWJgaXxqUbERiyKK0Ev6vRNWOL+wePZGcWIV3vWqdeZNG07SNYZ8eYkkMHzltu8QlGKyVGN16lnjgudceFYRoOm013jdmr5anbTTI1RlFIK//euPs23HNv+HMIJAOTaOr+fwwRM4GdNptYm7c4yEi4StlHplgBI1hmrQaIXs3lDjjS/eyHKrS1DvZ2JRs9KwyEDwwMNPM2sDshWNCCqYrE2YGf7gL/6B0dFNjJ53OevXV8nzHG0Eed7FSIuSgiSUOHpIIZAonPRZomEQ+TJX+5O/DAL8jF8gXADOkHZWCWvr/HDKrqFnc6wQ/MPff5ooqaGCKi7qQzTaOJlyyo0RiwZOVummHYJoketevpszkw1u/tSjvOONryQXCuU6OBmQqAgn4ekD+3HWq1hwiswIhmsBU5OneN0r9/DN70yhtZftucIbApagkLo6LC5tUssnOHe4zaoOuHxzH4udlOmVFlYLhMw4tpDRtymgPdtgZmmJNFQEZhEnKrigCkISKcvjpxSN/FwqbpEkb1EO28SxINeWzJaZ9+WS58vbineknlwlokFf5rj7iUP87u++m89//kacSzk1HaNNSqC6/vdzG5hd6mKzHgcPHmGhUVRtpEjrMPUYJ+r8+DXnsX3XOowucfcD+yGCZ09M8/Z3XMXplVWSJEXYnPHBHpvHq0R95zEyMszsYk4c+EH58tIMwwPDmKyHMjmtxjzve/8X2bPnSo6enMXYkH0HjvHi3CCkKNqpYI0lB0bWr0eGAev7a3SaDZKwTs/6IPNuu4VVJbSF1GoEPTrNHtoEhCblfb/58zx9bI6VTpcHHn2WHINWIYnwlUYYhrSahr6qw3TO0OoNQXkdbWokymCko9fu4TwjlDxPqdfrdNOlwnUbIlx6tvIPcLzg+RezcShgaWmJbePrOPecC/j/Pvq/cCri8kuex5333s/U9BwjWzMvzUXgjMFJv6hL6dMIHSCDCB9BrBHWq+SyPCfAzxKM8a9r7URucDiT+66DlF5E7XyWsXNFO4cIZ7tIa31WtlzrYMizaAe/8Kgi/WutgqeofEOEtRhhSKRvS8v/oECYq4D/DDwthNhXfO338Av//xZC/DxwGnhj8b3b8BLQo3gZ6Dt+8JcjeC72iWLIIXBYP/TAX/6q6A0649tG0pmzyGhvYlrbnTUzc4sopchyTSA9H6eTKZRMIMv8jitj36OzAikdfnP3xgxTxKwYY6jX6/RaTYJ6SEDAjvN3cfz0hEdMhwolBMcOH4VgFOEEU3OL1KKQHqOM1AMG+/pYWpxFm5RzN+5gLGyzfftWPvmF29mxaZT+6jrCao+02yGxbbaNDpH3NGm2QgfFynJGmmmkMKwbrGDDKukaAkIFSGGRyittpPGBEU6tsUYMFkcmrN8YpPR2eAoUrq9jvTQRgcCX1AJDgD/h9I2Ms7jaIAKUtWRWUxIJgeuQG0kYKvoHBtDO8NAzMzQXlohdzic/eyMqqaOKC7eTWvr6BljtBkgZoHWMRZLbkMGkxUIz4dv3PI2SZRwxOmtiZYCSvsoL8ElJsUuxuk2jrbnuNcMcnoIOgvpUwPRCD1TsL9g0JW0u42xO6gqwlyh5j4Qr+CwupBy2CXSPujS885deyvFDT7Iwu0Tf0DjN1QYzc7NEpTL9A8PMnJmkZwVj6wdIwpilxSYvOm+Mv/jjj+NC6dkxUhGEMbl1WBGh9Ek21mOOnRGct2vYt7WcJQxj4rLgq7d8lSPPPMyZA4ZavcKLXnwNkcjZuD5Gyn5cZ5nLL7yMTtpG2IyJiQnCvmH2fvcpLrgAllbh4ovPB+twNmRlpUWke2wc3khz4QyDtYB1A8ucs3M9+4/PUTKx74U7gXbeJ45wKHIGaj5nYnCwn4GKQ2tBuryE7LS47s0/y7333svgcJ2J2Zxzt6/n+OHDNI1Gi5gnj8zw9fseB91FqwEcisz0qBWTIKUUaZqSV8us23AuViQ4WUKurhDIiNzm3vRkfLC7FIpStUa6GAC5P6U7xfiGMV50xeXceOMNnDhxjL2PNdGygt07QyT2oUREZJvcde9DhKqK6zZIXA8IyJzzsEG5dtjEG8SwRTvHelMXFp3nWOvQ5MWCbv8JjsEV95fSdzCMczjtiiwLivukOOdnlp5xttbp8Gq6s8gI8BgM8LNQAUp6GbRQglhGKOtwJvWy1B/y9oOogB7gX+7rA1zzL/y8A37l/+ZFODwnQ7oC/LDW68cgnCqevOBhS/lcwWD9FN4HjxQhz9izLSTjLDMzc0QqIRCaTqq9mMr4sJIIhzYdXFAmFg7Xa+LwQyLlHLkIqGDQwmFKfV6qugaCkoqeNrigDLrJ8YmTZCbjmquu5O7vPkY57OFigXMhYSQ4ObNEl5SKcOw4ZxNnljts2THI0aku5+w6j7S3xAMPPUlQK9NdXabTXeX40ZWidPS/8kB/jRe+/EqGhsY53mpSX7eF1banlzqbgc0JgtC3e5BEUhMorxd2zkPfAhRKFtpl0SOUgpIy5FYDrlgM/HAsFP4iiITE5BltY4jDCJtbsrxHECiytIszOeUkAWtJV+aJ44hemqLCMlb3WLduhF6vR5pZMlfGyZz+vgFazTbVapXGygoqDMmBcqXKYjNFi35euLtGbnzprbU/GwTCegaTNBibMjUxyeUXnsule0IGNw5zuiEp7T+BlCFCWNLVZfqqFU8n7a0w3q85XeQLOiQRHiaYdZcZ7VMcOHkMF0R8/qYJpqYmGR7qY3HfI1x6wR42b9nEsSPPkvXaZO0zxGEfyxMTVKIMocpsG12PVQEbRvpZWFjwMmXtUIRY3eQFl+1ibnKZuGw4efI4CIVxikRIhIi49e8+zE9f+3Ku+/Hns2/fPoKBcR45MMdiw9HpLHNJ2uWR7z2AkxWSSOFUyMlTRxnqr3DJBbv59l0PeQNlENDspJSijEol5sSJSaRt0RV1brzlIWR5gEqlSjXvncWYWBTWWZwVpEBpcJSeqLOUkJIxAAAgAElEQVS8MsfmwQrKwcTpOZ665wu85o3vZFVs4Lff8goeOvi3HDn4LKM1xeaxKocOzbO0cJJXXzHGhRdcAqbH3d/ZSy+sc3i5hdUGBHQ6LXr1KvOLDqUylOghpaXXbhHFMSqOSVtNbzYDBofHWZk4RiAddHuoQLA8O8nNXzuCUiELi01G+wUL8zMYkzNa1pSloy+yOKWoJSmd5aNIdT1SKTq9DrEKSHVRDQSOUBQIaOfDZ8LIx04KJUFbbygrvAJrcky/3HlVorUal2X+erM+j5hi8VROo63PMhHF2iWKzccUbdrAOQJnicICby8UWji0hUh6hpCUllBAqLyf4Ye9/cg4gX3ak1/ZDe5svJrF+BNpYbAoEHxn7+YTwL6Ps2H8yQVA55aVhTnytIsRkkB4CalTCuUiut0Gn/jL3+O///6fEYqE0U39HJlqgZXIwmWciDY2DMhlyPTUJDIIueLyy3j4sWdo9SDLLRjDwLptiCBhy9YR7AMppaRGc3mJJIjYXMnZsqvEUifkyEQH2Zrhp1/5Uj74haf46t55AgJ+4ZVbuPJ5I/Stq/CNb9xDHNWxcYTL86LlJVho9fjyN59m454+KgMDbKs3CZzABgFZmiKFLKBTuR/eCv8e+BJSepSycjglUWItucghIgvOkjVbnmmSF9Aq58FTuc4JseRrH2jPzMUZTf/gAIuzM0UpnrNr0yDvfvc7+KP3/xW5rCNFhXa7C6HCdASxyLCmRZ72wOaYvEcUqULG2+VDH/kUJu3SbksmlvpYba4SVypkmfYObuVJjjLPGayOcPudT3D+phI9MUqpOsRorUaSzLJzxznACodPLBIEbSK1lXN3Vjmw72H/extDXArJnSc2RoHiO/c8gMkcaiBidnmWStDBNle56PxtTJ/Yx8Qxw6Yt21hZbbF59+UcPHSSa1/+er5+x17ipMbDt80ROF1wXGJET1OpDbJ9ywipFTz6zCSdxRkuvvB8Hl9SVGROL0qoiB5JeYBzZIsjD9/HP377UZrNBm9406s5dXKKSikoQk/avPb619DqtFleAUtMp7tI1l3h0X37GBsfJ0piwNI31Ed/RVENMvoGqwSihm1oarUQQkFYKtNN1hVBKSH6bFvDIZylXKrSzS0kEcJAfy1h/fgQu178VsZHh0kCxV9/+mZsJkjiCGW7zE+d5MpLt6FqOzlyZp4nbnqIbreLihM62Sp5FKGExWhvfDJ5jjMdoiABq3FOIYXw8u60SwBYIXAGtmzbzqmnHwSbU6pX6eUSFUp2bdrCiaNHCXSb115+Lldf/Wb+4fOfZPvYAMP9I3Rzw0ID+ioVnlw9zQ0f/kMuff4LKY2fy4ZNGwkc5NbHUkqhENIiLbQaDcLBPhCW3AiM1ej8OVqBK1R3XnpdOPrwRIM1Rqcf3RZGVcHZjcPiT/zOaaQM/folPMJCCkmWZYBECO3ZZgKQhijymAjTWOT6qy7gvkf+TX/tv3n7kdgABGtvlm/1SBn4OcA/qzv+pTBmXzPIoiR7rn1kjUGUIo4fO+IXfWeLx7N+iKs11Vjw7l/7LcqlOjmw0ikTSkMtXqXR7iDjKk1KmExQGapw0UUX8e1bb+O+7zzA5q07KcfQWHSIJOTzn/sMTmuWVhtFjqckUZaLNmtWVxvkciN9Q3U2qiays0KUjBHl92PDBOUsX73lIFdccQVP7d8LWUoooCsjgijE2czr9TNDpJwPvInK1Pr6scInFzlRBEg7g9ZeDpoWkDwrHJF0GOmDr9XaQF1InNP0cgEYgtyfKALnVSC4LpUkxKQWl2nPYlqbzwiBFZJuNwX8BdTrtbnzrr0kieX3/+D99FwEVtPq9HDCEkWCj/zeW7jl1rt44KlZBvrrpJklUgZjHLmIyKyj2ldHqZDFFYeQIWmm6aaOQIJxCiEhICAzoOIKqlRjYrrJE8davOJ1byLL7mdmpgF0SFSIIqa/r4+O1ey++HkcmrwbIcCY51DjOEN/RWETRatr+Kk3vIEzh/dRpcmVL3whz+yvc+TEBN3cMb5+gGMHT9FfrfLQA3upBC3aK0tsHgzZPw+1MGW6l1IKY1y3zamTx5GqRK2vnxde8zL2PvIEgYWOFtz74BOEtkNftcLe9nre8jM/yfNlxoGnHkM4yfqxjeRZEyEEjWaXG264mbgagdMety0szmS85qfeyLe/+TBbt24FAs7MdFkuxWypp0SbR5Bo4jgnKmUQBTjbxLWXPF7ZWox97hoSCCp9Q0gR0+30KA8LSi6nksQ4WcKqiq+2ZYlSkpCQYXVGf7XC3v2zLM09Ts9IWlniTYLW4pIa1XXrPY9H+oUsiSShitAOAmso5DQg/YFGW4uzFi0M45s2ehR53iN3Apn3cJnkwDMryLAfYRf5+9uf5KZHV9k8fgmnJx3JIgSdWUpxTHpmno6LOGdQsPz47Sz0MsY2jiGFQTmPf7GF49iiqdbKSK2xUqOzAidtgQKv7tY6FsIrFnESIU2BePY339f3/5bGp4ZZa0lKCb12FxEoZFScZ63xxkqhvcxTOKy2RZylZGpumsHBAYIgZLAU8dD3HiVz8Q+z7Ppr/Yd+hH+Hm8OBLRJ/hMBoz/NZk9T6cqiQSOnnpE9BEOAKiWZucmKcZ2tY5bHFImB5Zgatvf7Rs/BBuoBI5LzxJXvYd+goswsrNPMWupMitEPZZXZtHOPwXAtHAoFg/egGGo1mgaOG06dP8yfv/UX+x599HGSPc7bv4HtPTDO6cSupi6jEkiUEQsRsGBikPlBluiXZOL6N40cP88Ub7+XX33IVTx1fYvuu3Rx95l6OTc2yoVKnUsnJrOLZo1MEYcyf/+Gvsjy3xF/+7T/QNzSMDgKyboPhwQGfZmQMqfUfwEKnRmAA6XHZFM5ElRmMMgTGIYQ3wmRK0c0diTSEWvthZMHFf/Flu5k6M8nUdJfUaf84grN0Q4Ber0MQBNRqFZou41WvfxtPPPZ4UZEtgFRe/uc0tVLCb/z+x9k8FBA6ieyuIHqwc3OJVifn+NIqgazRyTT9ZQs6Q+cgVEwuuqQmIDF5sQ8JlhpNumqMr92zly98ZR4Xh/zJl5/mvAsvQQWrdNo5mSmTdgQykkzMLnLswMNcvGcnjzxxGBuKIiZUUk4k1dAhI+jEEV/9xr1YbSi7Lo8dvY0wlEgRE1nF1NIKieghVleJ6VENDQODdcJSP0+JFWZXQ+r1fpTLafVaZD3DyOgQs4sZd9xxP0LkjAyt47Wvfh3rdlxAoCTXXHYOr3nVtXz8bz5ClkmuvfZqMms5eeoUSRghpKbdWea//upbydwolcQjkZdXGkxNzfDUk0dYN7YBnTaIpKBUFThamCzDdefprw/iyhELjR70MhJp6UsKhLGxeANlwV0RiraJkb0OUWIIrQCRU5ECYR0D/X643GsvYdMmFVVhpNTFUGIRw1ve9gqyHPYeWATT4WXX/jjv/eDnMNpiTQ7WkmVd8ryNMR2UCr0RUyoUAm0yWqsNjCroAFhq/XXyPGXX1k3kK5O87prnk1RH+cAnb8EEEUrU6QUx6cIyvSyl0+pihaJrJOet11y+ezsPPn2G41MLlHVOtXKciw3IDKCHsxYniixw4dAuZ3BkgNn5eYxRGOP84m811niZphESrCqopf73snJtjqA8yqaIkQ+VQIYKZx2P3ncX5+y+gJ5SlGSdWAYgtI+KdRJjJdblKCFZWFykr15naHgYCNDGMdeBWar/Lmvvj8QGgHNnmdzeFVmYssT3YSAK8t73t388stXjVYPCF+AESGFxNsDZLr2eQQgPNwudoEyOdC2M07SylPV9Zfacs4W7HthPECisaNB1VYSoMFhxLLYNzkBfXx+R9MNQZyWDQ/0sLcyTZ5rLLr+IJFZIMcnq3CmESbnseZfz4N1LjPZFzDcDrIuZPHOCgd016lWH1hGlwPLE9x7krkeO8JrnRVywYyuvv2Ynf/znnyIXITs2DnH11Vfz2U9/lpMnJummjo0bB3FlaIYR5WoFnWXkxvcRPZsEhPRDLGMdsuD9owt4nbY46WFwwkEg/EwklQ5rMqSzpNbH69378JNIk5KEETIo4XSKQBR4ad//jJMSNu3QaLRQTrLvif3ItSQmk7Flwxi9botGe5k091z1K17yIm795v3c8NkP8cRDd/CKl76Mr331Jn72Z6/j1W/9AGEwSrfTQZGjnaXbaiDCmKAYkhkhwUl+57d+g5MTC+ggpDI8zKKp0VMBOQqTtxjsl0w3DJ1uytLSAqvNjKTUz8OPPEUQ17BOEwaQlP2FX4rL7Bgd5YF9zyL7apTpeheyCwiNoklIc3YFrGNdJac80Md73vVfOHzgIZ6dWOW7j80TxRIjcoIoYmaxg1SRj+1Uggotul1NJAMWjh3gv/3c9YhyP32RYrjaZn62y8fe+/McODXL125/kP6BMuuGK1Qrfdi8QRLX+ZuPfYaNW3ewtLSKziWp0ai8w4UXnctyR9Hq5WzfMsLM1CxORSSxZvP4AO2VFtIYQlJKZUUSBzSaPS+hdN49L3CFlNgS0MWYJhvHRwjCNnMzy7zhtS/lK4/dS68xT+xWGUwU23b3USvnXLC1ztz0Cs2RQT70+acwhOTSII3j/qduRMkSoeuhTYpQNaQ1SBEyWAm44sJtPPL0FHmekzrl+UoLC1TGxrzSBxgZGcUiODkxQ0iHz978KI2egECh0ga1xG/iRoToLOfXfv4N/PXf/h2j9SGk1UwurDK9uMzOLZuZmphmZXnRn/idRiGxRvsUPJEiHUSlEhPT01iTgaj5FhUK44x/z0ThPyrQbNJKrMJ7mURQKNYKw2IxK7Be3sOVV1+FkgE9a5manGPjls241GCcQSlverXGMnXmDOMbx8gzQ4ql5DJilRHbFG0cTco/9NL7I7EBOLwPQ5ydwgtvz86dN/ugzjqBpeM5DJL18KW1JB1nfWwkgBCGalLxSh8lCFWIS5fZGM3Tai4xrQd47ESDqakFeGaOoXrMSmMZoyXvevMr+OQXb0bF/UgVEyYVMpvywIMPUYpiDNBorvCZL96IiEucf/5Wbr7pLpCCbruDkI69e/eynFkOrZZoLjc4duY+EBF3HjlJKC1BUOVrU99jqJKQrk6S9L+EJw7OcfCcUXbsGGdhoUV7ZZrFiWegO8V11+zh5m8+y/TMAjt2jNPttOgfHKGjLXptEO7fFJT1VZET1pvfREFPxXrHsBQeuKcC0sxLK0NjCFtt+uKIFOchVlqjbAbOS2+VCrH4Mtc5TZIkhIFlZWmJT330/fz5X33etzukH7BKKTl9ZsLzzItg9w2bxnnwsVM0sj6ue9ufIa3jtz/2GM+//BL+52s+xvC6DVx98SaSIOehR0/wzMFD7Ny9B2OFd3oLDwiT0tHuLpF1G/TSBltGuphuwOjm3UyeOUkjzVntBpxz3nYWl5cYG1tP2jnO8KYR5ufOgPJ0FSklWaYpJwGXnjfKzd+6n3hgF+WsQ1XPMNgPG9YPMDu1QJWcHeNVBgYGyG1OUq/ysb//Bll3la1bt6LTCQwhjY5AohE2IyQj0DA3b3F9G7zIIbYM9teYPvwsUdrgdKaZaORUA8v2zSO87MoXEL3ujUwur/Dgg/voXzfOyNBOwtogL3zZT7BpbDvaWgYGxzBpm9nFJZI4RqJZaWaM7nohm7a3WFxcZMjOMlrVICWNNjhbY77RZNuGGsGmMUbKkpU8wVqDtnmhpXfIvEmqodNaYduWGmzYwcOPPstwVRK5JqXAEIUxT51c4eLtMbqjGB/sQyQwdkXI9k0jnJleYX5+nlJ9gIdPSaZTvyHkZAz096Ocpa/sqAWOF+xax6GJafI85dzdF3Hy6NNcNDyIJkCSY6OE0Zpiay1jJRtieXWJdbUO7WYXm/TT6a5w1Quv4qlHD9DqtPnIJz7NtXsGOHfzMHc+NcfTTzxGKUiYP/Y0eTcjP+XYXFHkaUI77ZHGATLLcfiWa551ia3BtpYxpZhcg5RZkYrn5xIIXcAVNbrQ50fKdzQkkqAIL8JBp+vVPjiDJkdJr4DbPLaeA08+yXm7tiGAzGSIIGbq9Bm2nHsuttemHCuEyVG6wyWb+jlnbAs3PHCAbtr5odfeH4kNYO3mzvaln2sxWKRvOVj+D3PvHWXpdZb5/va3v3Ry1akcOudupVYrOciW5SsEtkE2Nh5hxsDYGF/PXMA2A0O+MIZrMDaDL8HgNb5cwFFylpUs2ZKs1ErdLbU6d1dVV44nhy/tve8f32lJHuYCs7wWy/ufWqvPOVWrTp/a797v+zy/B6ze0FJoLAmp787C1ukJOC0gPXQDkiCMwbZwhUBoSalUws7ncL1JnPU6q8vr6XxAaxqJT2BpHKvLpz5/L7aTJxEpizsKukyMj3PkyLM4vke32SKfLdEKIxxf8czTz9HtdkEbwii9yRy44iAPPHKCpbpic2aRoKuorCcMFlPIlO+3mBiApbbFvrzk/vsfIszt5L9/9rvc+Krt1JoXkF2HU+dmcBLNxtIiffmE22+/iodeeBHf34xlS7SyUEYhLHoB0r0gjR4nRPS4/4m0UvmY1iipwbJT2R+gLYE0sDA3T6g02k4lcak0NsFxc0SdekpMVQppuyRJTNSJiFD4Xp7/+OH/C0vqlyBYxiQIk6ptoijCsT1AsbLehCRtCenEYcu4z0YloLb0IuX+FCdwdmoWFVbByvKFLz5A/9gZPvzhdxG0O6DClMaKSvlGxpD3YLkyQJQEVFaX6O8fpFEPsaSDsH1c2+PCuRO4UrKyPIu0fWJj0EiUcLFNQCe2eeTYGn3jO9motLjusi28es8mps6d5fI9O3nH+6/law8+x86913Pnl+5hcswiSFx8GdNUq6ydXOTyUVieyaOCCBPHfOqTv8tj37mXj/7az/Jzv/QRnplfZv/EEEF9hbgbsD8POycVVe1z7YERtgznObY+yVdfzND1yxivyP7XbUPXNhBJi5XFNuN940Rrc5TLZfr0CrlijNtsUWl3Metn6W/NUBYr/PRtr+HF2QXueaFDobAFZWK6cYNdZYts0uLA+CgXVrr8p9t/CvJjuLZDafMEv/yhD6czJ2Is4VLMGXw7YbVRZWigmN6WJGhjEQZg8LGSmELGhyik2ZJsv+JqPNoMjZcYGMzz3NkOO3YMMXU8JN+jzKYcNc0b33grs2eOcM1VV2K7TUbHd/P5O77L7jfclM4njED3lGvdTkQtDrG9mLIdUioN8GIkaRuPkT7Jtx4+ybWTRYI4pn9kgsJ4H7OrG1yogOXm2DxQIETiAjXl8Hcf/V26dhYv20+tE3D7L/wHSFJFTkrYtVFODmkisDNIYZEoUAYQFlZvuKuMSBlcJs2QAJO2sm2BUOIljEliaUScYFAp68iKsaRm26ZJTBiAbaE0KTLbtwgaVaRJ20eohMjyOHaxy19+/u+4/Nrr8GznB95zf6gKwKV1qQAYY7D0y0EmGEhSRxAWAkeCMCkT/xIeF9EzdEjFzOwKGI/EziJ1QLOtONMOQWlcKYhNBh21URp0N0QYQyJsSqUcrSBGYyEcg1CGThRSrawQdbpYlqRWb5Jxu+jYT1UpIv1vffKpoyAE9WaETkKCjs3ckmLPZolfyLBv+yjNZp25dUN+ZICDpTJb+iWOl+GeJ5bZsXcnD9z/OMNDWQwxMysKLQucrkbs2HYZR06HTG6+htNLG2QyGaK4lX74etpko3mpEL68NDrWaQayIS0OKkYIvxeiIwh1iCNT6adMYb2g0oQx2wj8gk8rSNi+ZYJzF2bSoRYGLSU6DLjp5tfzxMMPp/y4nkROmwiBRAoLlaSmp2IpS6fZIJtLowin5jrEcUw7UCiRZ2zEUG9FeKTv6drSBRZWFzn85BVccdlWtLFQYYgjNUmSkOiYLRODzC6GOFKgoyAdcuuARCsmJjahEkmjvkapr0iQeBg6KQaDmIITEkQetohQnQWk38dIv8/89DN8eyZCiJi52YvcfZ8gjA08eIFQxUx1RhCWIZ9xaYutKLtCLpPDBAu0uxa+7/OBD/0xk8ND3PYrX2TLwV/ks+9vcDB/irZ+PVm9yvxGwGLdYeroFOceVWgd4RaWyeUH8eIA5ecRxNx8wybW5xco52I63Yus5Ab4yettHnj4AoXsCpsG4HBFcvOBRa7Z0ocIW8jsMvevZIlEP9NLDbZlO7xqE+ioRXvbCBvdLv1uRMnJ0kpClKWYmTqHbSkSlQ4hHd+jndQQ/ghqdQ6T8Rkp5XCyZUYH+5iar3JwfBuydZawW6HfgSv2jPOxz97Dz/7Ce3jx2AN0VZltmyf4/P1H0c44yvQYXqShLnfd/zhxt80zZx8jUh3co4+yY/M4c3NzCBJMnCCAIAqp1SpcvjvDVddcTbvd5fHDRyiZDrlYs9rysSyNN3klldk1EqfL1x+YYrI/S6wy7JvIUXINZ1Yi2t0OUthk/QGCeg036uA7ORyhUDItTkNWxO5slcRPeH5dcnH1IhNbt0PYSf0CIk0lTNWJvVRAIBEq7fobg0iSXvB8miNsWxJlW6BdUCHdwCCkwHEkzzz/Irv27caVsLY8y/joMK1Wg6yt01xkO22BRkaQzxbIWR7t4N8IBfFvuS4FwLySAprKO1WqfLDAEvbL0ZHm0jlWIu0UCWFMqvBotDvsGjaUchbHLoQklsFG4liGMEwQuk2q4U372jYCEylaQYgSFhYhnnboJAmu1rSrNRzbRQP5XIYgVLhSkPEcsHz6Cg75gk+jGRF3u1hSY8mEA5ddxp7tBSr1gP07JimU+pldXGCo3Ee102Vs+ybyRYf4kbNsHt0B0mVhtUGnDdLxUMZGG8mJ6RUurPUzWJ9n54ED2NKgVYrFjpTCtVIIXJp81jOZ9PS0KSbaRhH36KmSOElD4pWQOELQ7YbEdg5hNF4vC1UZjXQd1tarSMfm/PRiD7yXXnW1VjjS4aFHHgelU1+NSQ162qSW982jo6xV1pDSIWyuoaIEYadlRkrDoQMTdAPN2bkmkhB0zI2vvopvP/Is0l5hrZHQqtSwpQap0cbGmC6xSXNab7nlVv7+C3fS7fYQ4dpCK4lwLL57/104jsPWvQfI20Uutk+lfVvLxhWS3bt2cPTYFI7bR0v7NJcrvO411yDDftamTjJWzjI4NsjiSsTiSpsde3eShDHHT80gVAdLSgxt3NwQm/tGuf62t7B9fDuddp2w3cTWARv1mE6twpe+cYITgwGBXiLflyPnuNywzWV9/60UrAqVeoAju0z2r/DC8Tl27Hg1nzti0/HuplHJk8SCPaOa4xdm2X3ZW/nsV48y27S5amAbz77wMKsX1pjZN8jKusbPdDlZs6k0Gzx2IsLaXaaJxdaJISJlsbIyw0olwQQ1jF/E7iSoSFF0LZaDNmFSQto2QaPFQH6A7vAkQ2XBz7xhE63iHv7+819jo26IrDY7BgxB6OF4TVbWpllran7jz+/AUSHKbuEIgW0XyDmiBy1M27oah1q3ieomuDJBmYQoSTg1M0159+VEJg1osoRKpZFejhPzXUI5xdtuvYELU7PUum1m51fwfZ9IeDz2xDEQRdpdRRAkNIK0RfO+d7+dc2fOs3TvY7zrpst4cXaNJxY2wPZYnrtAedvu1BSvY6TQ5J0ur71qM93KBtVGjQUn3VMubfgCjbI0GrtH0+0lFMa93AqhcIRFlGhsK/UpadOj4MYBcZzgixhXeag4ZMI0uDpTYyXwePrFZ3jLZbewZVPCzPQ8Tx2f59nz8xw4dC0ryxVU2OGx79zL3isO/sD77Q9HAXiFjv+lf+rdAl4yXPTgSZaQKGGwjOo5gb8flZq+OCUDnj0/xexKE0em7j+lNVpH9OddKu0QoXsYaTSWjrHQKK147eX7WK7UOLu0gev5NFMiHUKkHJN2NyI0Fsa4aBVx4fw0iZHs3beLp58+DDrHsReewbMLTJYHWa+1eMPWy3nszge49cZr8X2fbrPFgR2D/M1nH2TT+BDDEwPceGg7K3NzZLNZWt0EL2vh2RJt2YRBQidONdt+vsS5cxe4xRiCKEzNJdr05KCip4Dq4RN0qk02GpTQqUEKK/UKcMk8l0ZIht0WXRy0SQeCGIXu3bqMZWN0L1rPkqBSjLFFegqSQqAtN0XhYqWtpx5raG11GSENURAR2yNIO4Sww5atm5m/OMfiWp31tQZKuujIRmrNi6fPYxKFZdlYBNiOJpUEaZTVS2LSCURNSk5ENpun221iTPp7+L6L7WRSN7HQlAsjFHMtNk34TF1oY9DE2uHU6XkcR0K4wtaJLaxmioyKU7zutYdY3tokVxzip97xoyzMzvG5z3+Z0eEaWbvFCWeV7buuRiUNphr72Fido1waZLJsaHfmKbsS6UuGin0szFXZP96mul5gsDyK3zjORmOIjDnDxLUHCE936MSLlMpjzM3XefNbfpxa626GhnKcee476MU2S8sXCXVCWF+h5Q7zlR/5AzIq5NZDRbqL8/z++3exeMHj/mMVNpoBmycktWaDhcVVVhdtTp5XHNw7yviFNdq6QEHU2DXpIZIK7WYHE7cw2Lzjx25hcvcevvTZL9LpdIgyDgU/R7ko8a2ABx95jlapjSdtbv2RV9Fsd5g7/SwaDy0yYBfJZkPsxEPaudS4ZbkYkapm0s9VinrGSoeofs7HUTGJyOBnNUmSYpxdE6HiACF8EqHBK1Otz2K7Dp+/90m0lWV+sU65NEKjGWO7Fsg82oQM9zsMbdvE+ekaAp8P/t6nefNrr+Z9P/Nm/v1b38I73verRJUWkT9AGEUMFHykFTEzNc/O7ds4eX6GO+MA6eQ5v9qmuzRHQkBfeXMqY41bBN10DoZKXb2JTjf/dhTQ7QRYKsSQ4JOwfvECO/ddTt1k6EZNsigqQcjmsQkcYbH38qswtqJarzMwPMKv/87H8JMatptFGZvAKDZaEf/bO34WN+4iUDR+cB/YD0kBoKfoecW6dCpPOTz65TE2d2kAACAASURBVJsBCmNS1+KlxyEtGN8nEXUEK/PTGJFndOs2ps6fAcvBIqFa2UAYg2e7hEmUqo1UiAJsx+LRZ4+nGOSMR5IkSD+PcVIvge5l0VoWCBUxPlbmwOU7uPfbz7Awe5FisUijGbB3xziV+So/cfM1fOfBe/nMPz7AlQe2MbNY5c6vPsit129n66ZBVlbW+frXH+bGV+/hyJEnOTETMDw8gbYUWsf05T3qjS4ibPEzP3YLxy42qXY6aYZpHGCwU0NViiJMtRxGgUot7cak0DctUkOJNKrHEYEYjS1A69R0QtjEEj0shno5f1mpFMaHIJ0hJBE2PV+GSb0E6Z0jlbF5uSyOFLRaDUwPpCWMwZGScW+BWhciI5g5dxbPgupqN4Xx4RKGXWJh043S99lxUodlJuuneAChMSJBSJeoG9E/OMof/sUXueG6Q7Sa50hURKO+QRJFJFFIplCi3D9GEgdcOD9H0LFxHEmoUg23JR0SZRFGCW998xv55N8/wMlzbaam7seKqlhWni98/SFsKXGlxfGpBI+QYafNVHwSIQS33riTOal54/VZrGiVR5/8HlceupEHjkyx6zXXEU8/zYHRPXx7eoZo4EpqrYhCpsvFSonf/IdZjp+q04kNYXIepRw+9bVnsLwsXnaeeiPEBAlrKsNAoUCUtRDtNiUf3rDV5i/emaW+OIfUFfK5PPfiUujzWa/UaOsSwyPjdELD0GCJIFgidrssV5rkhjQDpTLIgFa9Qc6KkSaVhy6cP8Vbbnot/a5gtR6jLAc/Y8g6EjJ9nJ+ZZ9cYPPC9w+weTcmY2h3glre+kYefOUU2U2fIH03/hlNEJ0pYuG6a75yYBMuCJApxHBtXJGxyathxg7Ukx3rHIDN9dE2OrpXDQmGbKI1KzGQ5dmaaYrFA0I2RSYugkiClR6crsG2bbM6nsr7E7om9TA4ZtJ3FdssstRLu+NZjfPOeJ2nEFu/5udv573fcmx4WLIPBJwm6FHyXlRjWQhvZbUNlltrZIzRnztDspAfVob4sg5u3UrGLDA9NIKVIixoWRmkc18aXgsGcw0Nf/gJLGysce+we3veBX2bV7ceSLvk+TaJjkiTNJZ46f4HC2GY63Zjdh17Di0efJeO66LiLEIZGq02lG1OyXOKgivJyP/C++0NRAF7R5X+JcGd60tA0fSsFw8ElF2ovQMFoEq3TU2iv9y8sgycERkgatRqWMExfOI+FJDEqxbP2kNFKJVg9+JtWMa7rpqQZ10Eg0IkmiAP8vgHGhsfwfIckaWCRZXK4wMp6jOd5tHvMlZtvfC1fuON+HMtDNZv80YffRn/Jx+lcTmFiH9/59gPs2baZG264ge+dOkfDPofKDbFl9w6Onl4mSlwu392PNh5/9Nu/Qq3ZYGWlxtkL83zl/sN8/u5HGdp6ACFaRKEgjDRBEoNRSFKujDYvB1F/35JWb4YCRihspdBCYmyNQqFNQjbuMOTCaqeJsB2iIHzJrm5ZNolOB1K2ZaGi3s/pFZSXeX6KbrNGbNvYJmbfvj1obXH61AUS4VAuOZgsLK5pxiZ89u4cp9uGC7PLrNY6SLeQbkSuy6Hr9vP0qWkckQ71OyEYEyKdNAz8nbe9jsceOUw1W+Lw4afJ5IYQliFONL7v42cLzC+sUq202LZTkSQ2zVYHE0dpEcfBiZZ40437EaqPk889TKcyh3/tlYhul4xqosOQvJtjaWmDQsbiSx+8ElG9yPFpm4dWJnjkmed5z7v6GCsIxrZt48kXF1kVI9z17CxPnVzm7sN30G01+eRXjuP7GRK5Shh1KPe1aLe6jI9PslBrY1sWQdgh50lGMzH5XESf12LrrgH6Cx47t06w0QzZum0/1dkpOq06Nx4c4Te/eor1YIJWJ8F2i2wkNof615htl1lYS/A9G1eEFGQLFYfozAihYzE5HrK5bGOLhMsPbOLMC6e4+urdPHP0KFp4xHGH4ngfsgsrS6v09efpxDY5z6ZVW8eeKNPvG07OhSStLh/8ccnM8w/S5w1gOlV0p4kvDFgZLCQZ2yaoxuQn99EWJYTt0mhWKOZ9VDPiil0uf/a7v8473/9xvMwAuWwb98ifsXMwR8XbRVC+moG+Aq2ldSw7y8TwAMuzF+kfKGB0yMb6Bv25mGbYn95oRIlHn59FYnBzYCUx4wMFfuxH3sgdd34HrzzGY8+dYtumceLWHHsKDRbv/zNaTY+vPfsddu3awpzl0l69yFB3Fmf5ad5zy5X83QNnCP0h3v36AzxZabJlcjtNZVBOCa1bCFw8P0cXgx9V+dZn/opmbY22Sg2Wf/Xnf8rBV72Ry6+5lsAtk8gcUsYgDUF7nWEzgBQWo4NFpukghSZQCQJBErXJxhUq1YDW2hRPHn7qB957fygKAPzTls8lfTI9b8DLT7RSOZXQvczNVBue3gYuyUIFyhhUrYIxNoKY/lKWtfUVpCvSKD5t0jQwKYmiiC1bt3BxegYpLIS0wUplj8KCsbEylfVlktiwedMW5ubWqLeaOLZFoZhj29YdPPX4EbrNACMdBvqyrK0tE0SCv/7057lu3w6u2pbn4W6N2sYqmwZj2rs3cXK2RmD38eATJ4irK4yO97M4tcSePQe4585vcHZpg0gbzkxvUMx7/M6H382X7jtF1UC+0EdierCpnoX/pSUuGXoMWvVaa0akdnWTmn8ucf5VYjCWwliGtdoGbjaPjDWZXJak00RaAlTMG246xAMPPoEyCt0ruvBy20305LgWMcMjZZZWNsBops+fwXEku3ZtptkWJKbBhz7w03z8v/017/rJWzl57Aja0mR9lyRp0AkipGhjiyLHT55DeiXcvI+xHCzbSTOOdYQtfe748jfYPDBEji5120MphUSCa1Or1nC6EY5jY1mSZqNDIesQhQaF2xuWJ3SV5L5HXsBSmrHRAXbu3UdtZYabDoyxMrfC6I5Jnn2xwZ/85zfw8f/7Dk6sKs48fYFHnw2Z1ys0tcNP/+pnyTk2nfg+LM/B9TwsoegEXVQ3IONKRgYzJJ0WWyds8q7F4IBLNttPf3+Jorwc022TKfUzNbvC6sYGQio6GzX61AqyAlVdpRolXDz1HHlfkLEN3WaWMFBsKXSRA0V2XrmdmVOPctuV48zUA27YlvD5Ryv88tuu4q7vHCY/to2oW2E8rrFvcJLiQAGtE44ePUpGOhiC1HupIBapuKKKzYn1DFe5XUqlEqNDfVx2oMD2QVjbqLBg8oxN9mOiBoWiQ73Twk40h3b24cuYOBE0OoYkifiDj/42v/aJL9BKVNq+MxJLK2w7YaWp+U+//glWVY6OcVFrKzx5z1FOZzSXveGdzF/scGBygJPLLxB1a7ihz5aRApv6DQursO3g5Rw5v0Y252H5PiOjE8zPXsSgsR2PSqtCezVm4YtfZdPETo6fXyXnW2wf9rnx5leh6gucP/ICy9EAkzsOMX1xnWTtLKvTz/GpXzjAi9Ekf3/3EdbsMTqdLN94MaG+8QLJXJ3VhkZZsO3y/YyPbMIyFmVV44l7v8LyygKulyHnSNqhwRI2Myee5vTh+/nJt/87BvoKeJ6HcXxueuPlHF2x6VRmmZzcTSvxKDoWlk7odFtYWnHHX30MIV2u2DGJ21rmBxWC/tAUAKBH8uQlxobVa/9cOoV+3zI9uWhv33spxxNJj+WaKl2UIOtL1hbPpeHPscI2aSsjzexMW9pJrJG2i+kl8RiTdsbDROE4NnG3g7CyBO0IaVkUigMsL1dRYYdv3vV1vGyR2GQxuCht4WTKJEoRxHDs+Cn6N1/Ggcv34w+M8eijJzhz4QKvuflNPHr4CCPlInv29rG4uEh/v4+WHnc9doy2lceoBK184mqTX/udT7H/hptphQrp273fuefi7Hkk0jdDvPT1UtqRJS4F5pCqclIh88vhOQrW2zYbHUNkJKrZTgugTpDC8PRTz2FQaBWRdSXdIO13qt73N0JjoSkWs3Q6AblcjiiKCSNNqxtSa04hjM8aXX779z8O0uJjf/GP+J6d8tVFBoHAzUh0ZDM9u4Rj+4R1hbZdEClxNYktjIY4bJPNlsl5Lje/+gDffvwMg6ODrK3XqFeqaG2wdAQYPM8jn5NsmpzAthSLS/PksgVWV9dJrCyKfjAVdh98PY8fuUBO9vPtZ5coSpvFxRPYtssn//KLZPJD/NlXzvILP/Y6PvGjhvuem+GbD50n59kMlfso90kmt10GUQPHcVhfXcTzMqwsL1Kv13GzeaJ2QM7LEW2soOuwdj4i70MGyLrQSMARLqPjQ9hjOXZuGqVcLpPrG2Vs+y6SMGFocJzvffNv6Xbr/OFv/QcwDq2W4Cv3PwzuFj5+X5VWFJDxXfbu3cujz53lxTXD/NQM77/9Fm64TrMQVNmW34SXucjO7WXmL5wljjTSLuH2Alaml2vsn8hy1+NTDL35MkyygOdN8vjh0+x70xa0naOjI85PL7NW38yQ16HZCnE0hNpieTXGdsCoCMfN818/8beEpoi2wHVdwqiNRJNzNcrrh/JmgqBN1pI0K11yY9ewrgKu2rOVE/ccI18aYmL7XpaWF/AHNzPQ38/Rww/SYIx4rUatHWDRxfFcVNgi4+dZX1vByvVRzEqu2jXEzJzgii0DDLDKmfk2F5Y083c9xchwP7fu2cMLxxusLs1QMTlGhiL2liXrc+fRmT7CUpbF5RaZvMvZqYsc/txHedN7/pBE5QiNot3ZSqICstLh8W/9I7OzswinRBwHhLYkm88RtFqpSMP2+dpXvwwmpt3uUvQt/uaTH2fq2FO897I6r9/yAq9992Y+8cXHuRBaqKCLFg6OJTBJB0wE/1aBMP8Wy5BiDCzxMgPIaAvRGxSlDBrxMhfemJR1b3TPfQcIUuWNZeHIFB+hREKn2eZ1V1/B1PkXqDfaYMlegEQGrbtIE7GxVsFIhzRhzCAExIlB2lmypQGW1tbxhCBprVKQPsvLVeI4RmhF0O7guD7PHXkGV8RU11bpK5aZOnOSsfHN2E7APQ8/RKPe5ciZc8yudegvlThz/HFk1KTPLVJb28ATNmRcNIY9e7ezaedlTE+fQeOwNH+RHcOjkM9ijMvZ2aVUtWA0xpIYfcmgZVKlBWmCohZpEDxRlG70IjUGY1RPZivQVkyiI7phQqxVam5JEqQ2KAytWGBbDlqBk7QoelkiY0iw0+QiekotY1NppN8XaWHrFOVthJ1S/HUXIUHRjxVW076tyeC4EpEIsjRwZYaOFePYPomJcCyBtgyeb9Ht1HHslJpI3KaYcahtrHJo9xDbJ4c4eX6afN8AhUKBer0B+CSkJ9At+QGm55ZZmL1I0q2iVUhiEjwiLN1k785JCmtPMhCtIEavZmO+Sblc5l2338TrX3M9Tx0+y2fvvJs+1+PRC11WO0X2j2/l139mkocfP4aFQQct9MxDLK3FqVrEhsktDkbG/OhNI8yu1fD8PvoG+xndtJuh8jD5kU00azF2aStnp2YpDEwwP7tArRaxuNHk3jNnkI6PiM4igqew6RI1Nnj76/axMDfFP3z4LyiXbYStmRz2uXrEZ7M2VLoO3z25ytMLqyS2S6I8Isflz+94FFSCjCOUeZZ8sYROprjjM5/kZ97/IbTMECchaJdA2Vy262o2pk+y6E5SVjVyuQxjA4KgUyfRWa49dJDDD93Lwuo6m2RCpjCI15dhvZtH5yfJFvPIcIlWJyQ7sA23mZCzJaX+frrTdYbyHhkd0hYlbF2i023TbFfo9yzmljdIjMv//sdfQyEp97WIYknsbWWlk2G+3mTV249tuySyRV4m6CSHidZQrZhSxqLhZMmzijQJZ041MSLPE4cf5S9/49/zX/7sXjY6WWKdsD7fYSRbxKou4ThtMv4WRss2Zi2ikwzzyLkpVkOXnGtAd9jq1yiNDJG3IzwN2b4xRvr60yyAKGJxrUMsXFBB+lmIOnRChbYMtWaINA5BrDHaIKRDrC1+/tc/wsfedyP+0izSXMOQtcGH3ns77/3o32GZFOioLYE2gkYQYMt/0uj9X14/HAXgFb/HK4FvvUDeNNCk90STJtyCEGjZa/mYBEhNEUoZhFSp4iBJUr237XDkzCwT5THKfW3279jG8yfPcHGtnQKeLIctY1mK5RGef/55tEiDny2puDSabtTWCJM20vLS06VIcGyLXP8Y2UKVZr3BgVe9joe/9yS7911Fc22NiZEChYzi7odPUdMFPJNQzGSwTUy1YeHZijjxWFissG0kR7kYcvRMgyGrwuTkOHfd9zBhHGO0jYrrdE2OuLFBnBlCWnZ6IheX8n//p2/n97XPLt2YNBqpewPjNFANowyVyjqJyaN0AwEk0QZZ18HTESoKsYwLZKlHqTTPMUEKZ710QTMCaUEUhekcxGiktFP0rVLE2mJs8wi/9Z8/wHNPH+Pa7RafufNxppbqHLxsNw88fppMd5UwSvj5n347//CF+/A8xZa9+8hlfNACpQyOJXBdl/V6mxE/z4Pfe4rQLuG6Pq6Xw3Y0URSQK+VYXqliWWnofaJjCsV+mqpNp9PB0hIj8oRIzlys0GjY2PlRmivLTBRcXrNb8MCdd/Glz3yFd/7UlVw9vMS5mSXq0RTNumDoxr3MrzW48dZrGRvdxOr6Bls2bWF8yxWsNkOanYhWKyC/OMNstcZGtk2z2aI9t0H78RcIgya2nULUMlaIxqPfN/zozTfx/MyT3DBYZjS3zsEr93L2dIXRyVEKfQVmpuY4OzXHYN82XnudxfTcIr40WMpjz+7LWXz4OU4tB8w2ZerwVelN2o6aDBQKNDc6DA/mqSoIuhHSzvCOn/8VbNdGmoSspTEiRsUxX3vgESzhEDjHeMObi+jQYv/uLcy2E/yMz8ypI7z2+qsobS9z/+nn+MlbdjHc16CSLBCqkOb6Ar6T0IxgZXYRKTMox6PSaFKvN5BDwyzMnCeUNToKwtggETjFEnG3RdSTFifKoC2BsQQqkXQ3LpK3IzJyhDjq4iZNnHCJfNZDOiEDhTxZZ4XrrizTqHs8dbpJx8mSlRFvfssbeNWP30748btJTEKUKDQ2J+fWmSzb7Dmwl+kaaG3oyBwf//qzSKPJtppUjQ1Om11vfhs7rn0rUtjI0gA3vepqGnGCE4d4Xgb8EnbQTG/eKJRWICQ7N29hZuo8RoDrSEBi6Zis6zIwOMwffOZh+m3Nu3NdDh+d58i553CkwLH8dH8TFtIWiMjQV+hjvVP9QXbef1Ui2CbgH4BR0n7Dp40xnxRC/D7wPmCt99TfMsbc03vNbwLvJc3u+2VjzP3//A/5HzYqQY/9k2IM0h5270FtUiolvMTJF6aHkDCipyZJkELi6ATVS9qJsTm3WMHWLaZnl9L2hnAxJo2tm56vomdWcFyJ1laaK6DSLF3HcejUWjjGoNAkpgeuMppzZy/QjROEa/P4M0dRAlY3GnRaCY88dpylpSWuP7SdZ853mBzpo7O6SMGyqbTrjEz2MSAlftSksbBCoMD1bPqyPrML63QjxW1v/hHuuvsRrjp0PUeeO87klVfRMTaJSZCoFJeLSIFeVk/739PkpNgM07PdXFrWS++1sQSiN2OROiLsdoiMh6Ul0oTYtsFowcjwIHGiaS9sIKRE2BkS3QXjYongFc5tQ7FYxM1OkCQRnmVYXl1CYhELKBdsXjXa5c6//mOW1us0b3k7fZffxq7xJartDaQOkdJnx7ZxPvOZL+Bm8igspi6cwXY9DDG2sdGWTtUe2Sz1KIbY4fW3vIZv3PcMYRiRzWZSPpJSKNJEufVqHa0MURBjtEyjAFWAr7vs39vPkWM1fuWDP8snPvMtyqM7Md0WJ2Za6Nx2lKjx5fsW+M13vZrSqTpve9fP41ef4FvffJLQGqZ6epq4fQRjdZGOy77du6gszDMw2AdJTCnns2OwwIDXoTzcR3ssx9jgGEtLS2xUGliORbsj8YRAqAYPfvNOogQunJ0n78KJY20a9Q5B/SJXHJjAqq9ycOcEysCxc+s0Qsmtb7qesl6D6iK7ixHVyMIr7+GhI9N0u11+472vJdeeoWlylIY3c/jYWZ44Pc+8nadUGkCFRYQjWduoIo1FJpenXq3gej5hYvHoi1U+t2U7x8+c4dzsBkkMW7aPcWFxjRfm1rnrEYUjbZ5ffZFWV7Fv707OnFmgv5yn1jQMlMuszjXx8hIhoh4vx7C4VmWsPMRUTaPsHK6IsSwL1/ExBBijUuetNgiTUKtXyfsF9l+5i0IuwwNPTmN0quayc/24mRzV9RVWVlvkikVOXJxn8/gAbe0QaIdAhHz2m8/xvcO/RCtxEEb3zFohtZYBVzLaaHPx7EUWWgqZKK46eBnnT57m+slRVDtitVLlHz97J0JKLEuTs5vc+9UvYNkezXoNlaSbezYrabVaKdgShTCG6sYKdtrqQOkeXlpICoUCjY01sLM0sfjTzz2MhWCov4iwIE4UCQIlHEgCVKfGcF+B8yv/0g7+z69/zQ0gAX7VGHNECFEAnhNCPNB77L8ZYz7+yicLIfYDtwMHgHHgQSHEbvPKCJ3/cV0CJQFcepqxwBKpqeKlYqBJkpd5P2miFbxyBmqLLkIJPKdE1gbhSCKtMWicjMNw32YWZ+fQFvzEj1zHPfd8l0qlhnQdLOkSaMXw4CAbtQ2EiTHKRUchGbrs2j9MuydP3F92+O7peSbGB3n+5CoGl6DTBCSNRoOJwTy3/cRBnn76abIjWxntNmjVlwhlCVHs5+qtFgP9m3jw4Uc5eMUBVpwat739TZw9/gwb61VWz8+wb/tWTh/5Dr/xgbcwYIf8l5/aym/87WNg78BXipXTxxg/cDWBTgCdSj+1AXlpJmKlvvUe4zx9q2Kwe3RQkbptLRRZ16HVCbFJcRsZuhhcJjdPsrS8TjdW2BJQiiRq4yYdbn/LNXz5G99DuDkClQ7b+/I5SlmbSnWDSPtIYWFIcKSgozyibW8lXFkh5y9xcbpKI2kSdKpkbc2rX3eIVj3Atm3ypTxhlAAZHDuHDdgCEhNiAkHXtvA8D8IAu7/M577yOJmMTycKCGNFnASoOMIyFpu3TrJl0yTnz82gVJiSGlWMLTN0woTnTgb4w9v4gy+eRdsTdJZrDDodJicMM7UGju2ze8RCNjpkm/M89P98HF+t01xTlDLLtBswVgbbwMSYRLbOsX1HH1HUZuumYS7OL3Hl3l0cP3qUK7cPszg9iy9a+IWYfi+mvrbB3jGLyCsz4g2xvtLFCIctY3kWVhpc9rrrOfrgQ1xz06t45pkTnKt6vPqNO3nmu98jn8kQW5JHDh9hU9Fh2A+5+Zc+wok//wv6kwxSdXn1Nfv5f7/8GHUt8bNloniVRrtJM7GIVJdWZYqB4X6Wl6q9QBRoN7vk8j7dMCY2ikAYvvDdw5TyZZqJjySgWBjAmNXe3yRIS/DImQ5O0uFzX/4Iv/TeX2Vho0qhkKM4VCY8u0wm14fQbYTtYZkI283RaFmURZu249FWGpMogm6bJKjj+HkcY9FVEZmMpJCxeesbD/Ct+59EC4hVhKNDlImphQpFB+PmsXIBTSm5/S1v59QLL7B52CHBJyRLJwypdjTVTogvJa5Q5PN5qtUqlj/E2YWAQLmMlnzaUcjJUxcxwubR1QZDpTwDuTy29MASxLFCJl2a1WW0JSkXBokIwAhsIcj0WjZSg7Y0RT9DVGuQz+VTE2FPRu1YhkzGJcZHCYOfyVEu9dGobCClje05aWKh56QzwTimWB4D/oW03X9h/WsSwZYu/RRjTFMIcQqY+GdechvwRWNMCEwLIc4D1wFP/v+/RPDKjE24pDFPe9DiUnqyEFhCpFZroXlJfWgsejUBjEwLRdDFEoYgDIm0RtppqtXC4hzGtrFMzHcfPYbSEW/9sVv4xgOHkVJgC1irbKS4VwQaQT7n88TMHNVlg2VpIm3o3zdCHEfcctO1nD57Ec/36Cv2M31xgVffcA3LsxscP9dlbr3E3tIGG/Mz7N+3g/X1dTpYuLbPyRdPsGlsGMIWplPhgW89wFVXjrG2vEy+4NGuL+EQMdxn42pFogK8uIbqzCD8AZ547hTv3HcQtELr1Lmbhr+IHkAvQRiF0QYLOw2WMBYkCiyDilM/gLIMWuqUj280cdQhlwvpas2ZqVmyGZdEG4YH+llbXsKxbXCL3P/UHD/xuoMM9GX46ndP01IOWsVUGhHK8olj0MrCXDJuhQ2OPHQPfsZlU8miQB1aEZ6RtKoNZle6BF1JO1R0I43vpWwUR2myXhZNGwuNLRNcbJJ2jawDs9Mr2JksWnu4boa+XD+u76GSkFLBZmF+isWFaRzLQagQYdnYjofUFoktyGdLDOU1K7UlCgWPMGxw6OAmfvFNV/If/+DvCCN4bNHmx68ZTb0VQzvIyAzXT3bYNJSnlMRUVEAca/q9GBVEWHYVbTsUgrN4JZf1Yw8yadmY9YvE63PsvvY6Xlw8zVpUJOPkCWyPq/dfzVPHXiBf3sbG6hpWkGO2YWg/O00tynPX3U9w+XXXcvJ7J/nDT97Du14/itGDqHOnGMoMUZYN+t2Q6L4/4W1Xb2ZBT3Dy+eeYmrnAb/2fH+L3/vDTFGyFlrBYUSjpYsKQv/qjXyZOIj74u39DLgetWGJJTTabJex08Z0MrWqdzMAIgXZJbIUJFKXhQSSKK3dv5dz0RWIjUkm3nWH/te/AyvShVEypq+hePI5WMVFng1BLwjhh7979tGp1/GIeS+aoLi2Td1wcx0WFbXJuOv9TxAz6hvWpF9BGcvLIsySNRSzPRSjF5EiZpaUqttHcvG8z1x68go/99RdJyHD85AXSiBmJbWIsKyFRMYXiIKZYIkiSlGsVB9x8w6t4/sTJNKMXCYmi6HiEKsHYDoPlAXwHSoUCSaQYGBjAdjzqG6uIgf70ni1stFVEImknCc6AixSCQqmf6ekLaKXoHxxAYJHoFOWutCEOQ2668936UwAAIABJREFUapTTK4ZWqHC8DN0owiuWsC1JBAjp0O50UgmzrZhdXv+Xtu9/cf0vzQCEEFuBg8BTpFnB/4cQ4meBZ0lvCVXS4nD4FS+b539SMIQQvwj8IkC2NPCKTT79Ii8l7hj9UlbnpThIZTRagGNJXkqL1zpFFEubxAbRbdKIIkyStjqMVkilsLRG6hBjDI1GA3C468HH0UKilcbP5kg6aQatJQS2ZSNUhO1Idu/ZxNraGq6T49B113DZVTbr0/NcPtbH5u1bOH1mijcc2kdeNqGQcHFuhsWlaa664iaicIZcJs/5xjKHrt5C0F1jyB1mz95tnLqwwMriKipp8eijRynkfVzb8O5/dxvfvu8evvaNB/nAz91GZJoE1gBZE2Nsm3atQU4KhI7pmiSNiBMWlrB7DmeB7WYwKkSQIp4tKw2hTq1bKT7Cs2Htwgxvuvn11IMMGxsLzMwsoSoVrttaIAxj2qHCtRVjO4ZYWNwg5yX40QrLi+sYNYSTdShbHlHQolQosrBWQ7q5NAFJp2lHSnq02xvEbc3sWsStr9nNrolR/uGuw9RDwPbwMw5KKCw7zSdOgg4HD13NsRdOsLwyh6yeJmcrLkzPUcq4bNS6lLZtR9fSIbeOYqqNC4Q9uapWIVav3ZCkV6M08xVSM6GJiI0mOzKBZXWp1pv4js2zx0/z7QefgayHa0JK/X0U1AYqaFCdXULJDdxswrXbBzhxbpnhySHGiyVWFxdYrMeUhvpZb1gcGC/ywnNnaUQOIpNnBxanZxI62Q1WVhXZsQGWV7u8dtcYX/jyfeSG9/DN51cQIsOFxy6y0YUg2ODGrTAwPMyZw/MshT4b2TE6w9s5ft/jTAzlGRx0WQ/68PNZPnV4idKYpB7P8o6338pau0PZE7zp0BDNAAaGh/jNvWUWqy2G8jbh4hPI0h7eeMNu9u4/wNceeJKLc8tEsSLje2jLYufECMsrawyOTlDMZohMh9OnpygUfVbXahRL/aANrm2DilCRQYuQ4eF+ao0WWdehmM3hZz1UBDgenZUZVBjTDCWWsUCTqu3CNq7rUZA2SqXgxzBOyPt5IgXNjXVG+4p0tSaKEoIgouBlGCr4DGcEUydPUiz0s97psri4jGtbSMfDArZv6mN2vkGkDdg25VI/nThEqZgT09OYTIaNGDbv3Z+2m5VGuDZzS8vUohipBLbrIC2XuVoHxwqRboFut0sQhVhKEakkNWoqhdYhyghkLQaZSQ9mtoVjyRRHLiDjuGQ9izPLNWJZwM1n0InCyhQRUpLEUXrL0gLpZoiitI0p5Q8+wv1XfwchRB74CvBBY0xDCPEp4COkh/CPAJ8A3vPyFv5965+Mq40xnwY+DVCe2GYu9fW1Nj1TVzr8RZP26USvHWTSsPJU5ZK+5pLqJTWaJwghqS7NIcIQR6aDE21SnIRSCktYr9gELKJYIWwL25Y0G3UAXKnR0gHLoFWqSjl+ZgFp+2jd5m8+dw8Sw7ai4k/+9L/yi7/y+0jL4bqDV3L31+/hxjdcy69+6D2sVBo0Ky2+cdd9bN6xk68+eJSd9Tp7d47x5LMnwBlkeeVprr3+AO1WwNPPvkA+n6dULNPpBLiZIn35AgPDA5ycquN5JVy3S7a/j7Pzs3z093+P3/qdX8foBCVSVrnGIJSN47lsbKwyUC71MkljHOH9f9S9d7BmV3nu+Vtp7/2lk/v06dOtDmrlHBFIAkS2GBAGYwweX2awDDhg+3ow0R7AYwPXNuleh3vHcWwDhovBIIGMJJBRRDmjVrdCJ3U6fdIXd1ph/lif2q6pa4+rXLiuv6qururTp779hb3Wu973eX4PkhorBHXw7HviUW77xt/AylFiRi3gKvJyhNNN9jx9FF9bZID5qQa+7rF5co7ZTosnnllH6gnu3HuMlrFY2kxPNNh3YD8yaTLq9/HBIqQGUrSQbDvvKuzqsyy0Sg4cOcpw3yHOPv0U1kaWXl7Syx25izTRwgmMkPz9rXdy2533koqS11+8iX3rI46OFINasdrrszizgbqjWD5+DCEEyg6wIUpHY8SfJeIDLc9HiEKMHtUEBJZn9h2g2cygrlEyQ6QtvOhjXLx+JSRWTPKrv/wB3v2Jv2C3NchhzuLpLa57RvKmGdi9fw99t8gDj67wwpfMc6BI+Nzv3sGrXnYWx0vHn39jN299yQ5O3X4pv3HdE/zU1Rdz9wPfZ+/BmutuPcaLz0u54ZuP8+O/8JP84ie+iOp0OH3nRtb3PM1Dxw2vOHmBTpYzGB5j6UjJX38XLr7iddz8vYe59I1vodXcSBXgzIs20mplBO2pK8n6vmf5xh1PcslZJ6NCj8nJiisunyKsNRCdCT758Ru4/+hxjtY5R2+/B+Ur2lMN2lqQicCoKug0G6zIBlo1aMoh2ghknZPJNlIlBAnCBkQ9wuApdYp3kAlJpg1V7ZCuQitNO2kAILWj8vG+nVhc5OSZOZ7ds4tECTI8ojnN+moX6QKzc7OMXMFar6CUgcmJBsPVFc656AIeefQxZjZu5Uhp+ZNHFIl2CDmJmpzCSomXkiADZVGzvucQi1s2c3x5QFUL+t0RupFgdIJTGTJJUUJxvG+pRn2ajQZukJM2O3RaLdJGg6qqKF00qKaZYXVpKRYXOsEKTwie7mBA5eP8KeBQoWJUDgB5gmwgQv382hqLW5kgwioe0FJGCbitqcfOYkUYo9XjbEuGf/0GIP4xevmf/E9CGOCbwI0hhM/8D36+HfhmCOGc8QCYEMInxz+7EfhYCOGfbAHNLG4Pr/q5j8X+41h6CD7KFX2IRzIhCGMZoxsTtxMZ+5VB+pgjKiFBYIzgsfvv4IFvXsf5py/y3NFjDAqFVDYSJPPh2DwV2zlGSJrNGK6QF308ko1zG1haGXDaWacw1ZngwXvvxSNwIgGhkaEgkTCbSV5z5Q5uvOluKieRjQaizPk/3/sT3PH9R+j5WfJyHSkUjz/5FEM7wYYWpGpEaE9x5GgfX4+oqoqZmUkaJmHrSZuYnlCsLx9iMBTMT3f4rY/9Al/+xs18+boHmZ5q0ZzdzO6nlznjjNNoT7Z51evewIFDB5menhkzVjQOxXp/wPRkm/7aMrNTEyhjomoqxPzTW677S35w/yNo65ibmuTeA+vMJyVaS2wNMxvmWDp6mJdffi533nIPs7MT7DxlK4/c9zhVgGvfchkrRcY9j+5i13ILE/qkCozWrA8LRkVOomME4OTUDKurq6SiZtt8h9V+jfSOiVbF0VXLoBBMTLZwUlNVFpe0SEyLdivh1ectcP3f34cjxTBk54aMiU6Hxw50KTy0J+bprq5QhjC+mQKvesGpNBPNt77zEMpohnlJoI4qDSIq27gaqRW2rLngwvN47LEf0DCaS7anfOKD1/Kya/9z/D50LJedtsD37j9KAajU0K8TTm4Omd9yKr5Y4vLLLuDzX7mV977nzRxf6vLHf3UzZ5w+xcrhdd7/q+/gM5/5S4ZFIFvcwha5wrPHay48byuj/ohXnJcyKyt03eUFV7yI/+WDNzNA0UkcOza1ePRAybaW5Uuf/Tne8N6/YPvWaZK1Q/RtwtTsDHc/foxsdhMmm+Lk+ZQrz9zJzXfexclzsLzm0Caj3bbU1nP4WMXCwhRbFudZtfMMV57E2MCxtUCvGjJCst4b0M5SqsGAhZkpMglPDy2bFk7i6KEDZKLiJS+9nFtvuw2fTuPGrdcESUd6ujphKk1oJRmD4YhR5UAbcmHoDgckpoEPCq8CxhgGgx5YS2eigSYw0WkxGni6vSG59KikRZKlzM1O0VtfQzhLmiU0mk2EVti8IkkySivI65JRUZF4R25HEXLoLMELirqGkGCEp65rfKixzoHw6LmzCaaBUgrXPQTDJZp4VChITRINlHUM0bGmAR608IR6hMDFzSZE+bUM4+Ai4ixTeEdVFVjrcT5ipJVsjIvd2GxWwePCGIIp/AmXvQjE/r/RJI0mBD1+DkGvu/xACOGSf/mS//9Zu///NgARrZ5/AayGEP7jP/r3TeP5AEKIXwEuCyG8VQhxNvBFYt9/EfgucOo/NwSeWdwWXnntr6FEoNHIqFxk2RRBIJ0j0RJjosxTSYEQDhEklY1bBcLT1DoibI1hWFbcct0XWX3iCSanWoxGQyZmZjh6+Mh4yOVpNjPq0vLJX3sXv/6x3+aNb3wj3/3WdfzKu9/ON2/5Pk8tDVla6aKURMoSb2NmbQhj1gceJQuMkgThY/sibSGEwlpLVebYskDoCFezIsUYiVdNfD7gDz7+Zv7bX36fuvK8+x1vRaeCZ3fdy3fu3s0FZ57C16+7mU0nbeGcM09j165dnHnGKdxw4y0E2SB4w9SmLezYto00Tdm8eTOFdcgkI2u0WNy6g5nJLMK8qoqZuTmkD1hRopRi8/K93PvwPhbPu4zV1efYdde3mWDA3uOCB59aoZV4Tj/7PB578lk2dRytxHDhxRdww3W3cOFZOyhQ7Nn7NEeHCRecvRMxPMYTe1eZnZ9nMpXIao2LLruCP/767Wil8EHhhOfCC17Aow/dS5poiqJgot0gwdOcmOa5Y8fBC4SSmGySmdkFjq8uMzO3iUnZ49Xbj/AnN60zkpoUy2QDnFMkSYIxhle+8sV8+9vf4xt/+kF+cN+tfPmG+/i9d55PJxnxmo/ez1JuOOWsS5BGc+udd2CUQgQfKy2h2LR5kX179pJmhtPnNK+9aIFbdx9n94EBpYzOaVVapluShakGg6rE6wb9/ohB7njDy07liT3P0OtpNs8nfPTnf5SP/N7X2bipQyeZ4PsP7kPVJZ//yGu57vZdVLWnOTPH6Tvm2LdvjarskmnFzNQsP9h7hGe6gkd2PcNEp8NwOMSrBtOdFnlvicb0PMVwgPYVzilE2qA5NUO/32c0GtFOLVNKcvKpp3Hvo7tot6ZoNFsM8gJfD+hMTLHWK3E4pqbmokTUZJRVhfcwcg5PSmlj3nNRlaTNdCyBjmIDjKLTSHC2YmQFqH9oa8zPzLEyqhFe0B/l5MkciZGs7n2CiVTgVYZUnrwsx0iWgK9jgI53VeTjeAjKoIUGPNaPcz6CJzgfuUD4fzA3yih88EHQSDN0sGTUBCkwwYKrmTCgx8VihaGsK8rgGdQKrSV9vRBVg0HGIKRqDeVHTAFOgvIwet4DLyJFWGhFRtxACIrKC9y4M+FcPI278WuBWLzWdR2ptUisE0jhYjrZiRloXFO0VCdeV5I28EEgdYrEEYNbFd3u2g99A7gSuB147B9d4YeBtwEXEA/U+4B3/6MN4deI7SBLbBn93T/3HDOL28JV7/woKnhWDz3Lzp07yUtHOQ7rllKSjM/tDe1YPb6Ekob25Cz1+POYyDRIw9rxY2xanOVPf+93YW0dFwS2KmAc5ygkCGdptlqAIviSiU6D/nrM+w3lOhMzW5FSc26yn7XGJg6uDIGIlQ1BUKERQiFxCGeJHti4v7kgKKoSZ2OvPaDHipuCzRsbHDw2QogGulxFyZQRDfJ8nY6OaVdSZ5GyqRJsqHG+xNOmtAGlBGmSkPmKTgJLNsMFSVnmpGmDIFPKsuYFp89AkvAr73s/e/c+w4aFbVQio/ZlPPnsvon7br+Ll7/rI+w/uIc//exn2JAEaqE4vDIgM57TzjyXh554hoVmDXXFlu07eOrJvTQVXPaii3ho15PsO1axc+c2qnzA4WOrXHTKJprKMSpHHDhecHDgKb2IbRYhUO75Jow4wV6yVY2QASE13tUENEmikWmHenicJG1R19EIWPoqYiikBCfYNDfFKVs6LB86wLQRTDcK/vDDb+KpPbv4rT/axX//yHam23Dtnxzn+48NyXNYA6oxRNBIhRA1OiiqYDEBlNZMJoG2dxRCsmF+nn1H+2zaNMnLrrycY3sfZrh+nKyzlX2Hj2JU4HUvu5CnnnyK97zzzXzq/7mTF56/hVv/7tv0RMbMjhdQrB9k39E++dph3vKiDTz5zCFCdhLPHVtjVEi2bkqYmJhiMByyOJPx8FOr9FQLqVKECEw0Etb7cTE2zQwZBNbWhAC1c3Qm2jgfWBtGaNjsRIYqS9JGRtdqGpOTpGnKseM5QUwg62M0VU0xGNAPhrL2EBx63POu8ZTOYIOntgW+7lE6H+NFhURLhTcNZF2SSBFJnTK208w4N9g5h0waNHXCsfQkEIb2aD9Nuzb2rsS2rgse4SWVl1Shxj9vKpFJTFVzIc78vMd5KMtyPGyNcEMtwdmAkAEtoJG1yHBMipJZY5kTsNFAswFps8XasGbkYP8o0K88hXOMvESKwLpPAYmUz6PmI4JeeWI7kRiGI8f3eQgBqaN8N15SoHYeNz6Fxvo/di28SseZwfqE16lXFFT1WOQynk1FEm+UpholyLKEtNliWNUEOzZYIsbO+3/9BvAvUQHdwf+4r3/DP/M7Hwc+/i+9iBAg9TkCT1WUODduA3kQQSBDTh0EQmoevvdentrzDKecfhpLy/dx2RVX0Gy1ECgee/h+Tt15GoNhTn+9SzrW8ngpaGYZRVGgxwqQQV4gHVRSszYakhL7hFJMMVxZIQ0117xxgcGmc/ncF74HogUOhNAYbQgqQfghmdaARklDInMGpaAhLVsXN7C4dTPfu/Mx+r2CP/n9D/LAHX/P3iXPt+/ZzdyObbREwpF+wK43ueIVl3HnXfdT5D0UmlokSEpmOm2OrFVo5TAyIWXEr7/7jVz7xpdzyjXvZVB52sbjfUGgpmMCH/mZ13PMNvnQr36Ac87YSlAdfvwd76LbH9GgRJ18GZOHCibFMabkkKlGHN5VgxqNo7SKRx7fg5cJ1hdINUUna5O1NI3TX8XWl1zJXU98jo0TLcp+ScCwYXaBIz2NRFFWJV40mWmBC3GxFTJgvMJLjxNQ5pZRkSNkMu7Lh/Fm6Qi1RYuayjnKsoTgSILHS0VQOoZsy4Jh7yjrA83EZJP3vfXFsPIIv/Wpr7F7PSGda5BMzeLUkP1HhrzpjT/Gz/30mznjqreRGo9UilN2buLpZ/YjlMQP4YorzuW2+x6jh6QIcMaGlJWjSxROcuDAYb7+rRs5a5tkenoG53LK7jI7zjiT7927l/V+wTs+9GfYkLG0us5z3YzUpKzufpqgKoKSNDdu4et7Uyo5i8wr9HSLUJbsLgKmGJG12uw9MKTnoGzOM+zmSNcjWekytHEmKUVvfNOIWF0KSXmsO3a/C7yDstvDlENqoVgThtIKRHDo5ga87xHqdRquSyIsIkb4AJCPPysnBXVII92VQFVVESFejUAGyhAQScVEI0GFaMEUPp6K8T4u6sIjLQyGq3TkOpKawgmOyaj4C8IjxxGuIQQSHwjGjFVsIF0ZT48ykARF0mxh8aRFQnc4QIY4+8MLlFI0UkUzzbDjLIvNynHubIuzOw6QHOjX7FoZcigX9C0ccSamwRGonEcoGQm4IhZ5IgScFxG1LuJ3U+AZMxCjrJO4MVVCxdaN9AgZhQbSa1IVHTnxj0QodULZqBB0Wu0YEhM8o6qkGAyjeMMLZJLQ6nSoqorecESqY/qhCDaePiLM6l+6xP6Tj3/RDOCH/diwsBg+9+nf5qHHnuDv7t3FJVe+gn6/zyN3fJetCwu8/PKzeXLN0F1bZ2rpPm574hA0pmhObuCiy1/EbKdByw3YNmvYu+w5c6vil3/+fSRKIAVcdumFPPDgkxEn3JjEOwjUBG9BCHQ9IqiEtoaFuYyDKyWpSpk3NUJbei4iBfxwDZkoTGcRIQJl7fC24pSTN9Os+pj8ALlrcGBpwKCAYwVMdJosThjEqMtsC450obIg5zqw1kdIGOUSZT2qAf0atIUiQB3gda86j+/ctQuqmhJNp2G49i3X8Gd/+WVGAa591zvZf+AZrr/+Ft78ljdx6NndPH7/D5AJ1CHhta99Jd+88WZOP/t8+t1l3veON3P22afy9IMPsHOuz97jJf/5r24mr2usExzvO1b8FHIcev3qK05n/74eF5/c5vKXXsF3V06iyPu0R0e574676NWe2nomp6cYdHt0JttUowFGlvS6XbQf5wOEGi0EmBa26FGVQ6wP4B3WxxBPIQPCeS49ZZpt2zfzwJOHeOrgOtJIMpGSNgULC4ssHdjL73/6fdx3+3d444+/jU9/8pP8h2uu4Kt/+12ufsPbOHbgUa7/9t18/bcuQM+kbP/RezhpXnH4mONnf/En+cvPf43LXng2V734Kj7w0U9z8kKL55aHOJmxecsCz+47GG9sBxpJSBo4F5ifSjhj+waeffY5Lr9gniOH11ldV/RdgTGGOljKITg/QgnDyIuY4SDACYF3koTotnXe44SjtpC02myQA7xPGNhYBY5EGx0qDDnS1lQyPTHbEGLsm5EJ1lXYsoqn0KCYbDVpiYo0WGoBg9CkChBQ8fseLB4Xc6MleF+hqEl8GFf4MX8ioo1BS0GnkbG83sU5R1lXkGiSxgyMK1W8Q/gaTUBLKB1R9eUZAwsVNt5BqBBw44xv83wVrQzBeQL2ROaEGWdKo+LGZpUCoUjTlFHlGBQFri5o4tg0O0c5XEURmNGWaaOZSzzzjSaHugP2D6ArJSUJQxsYuriga1eSSEcaYDGDpJFQOUnfC4ajkhGCIjBOzXs+9yIQZKTTOgESFTsLSkan+j/i80ip6bQnGQx7SGWiDLt2aCORBLJgSahIjKJyYLVhbVTRajaxQmKriEIRUtLQiiov8NJgg6WuaxCGwaD3wz0B/Fs8FmYm2P/0k5yyfSPnr/Qw1Tq3/c2fk6wf4sufv43LX/561piilWZ84C3ncNGll/L5v72eRGW0pUeXOccPPYkoTkLrFmepAXvvu5H3vOf99NaP8cyjD7NtusFNN32XHRe+BGk6cZBsA7/znz7Myu57+f6DT/LwI09y09e+xJlXvgkvM0gSTKNNvZqTyMC93/4rrr/l23zwU18gzZoEn9EfdPn5n/84f/rJD/Gbv/5eDj+3n6/eeAf3PlWxsuw5eTHhkpPbvOGKS5ieanPvI0d41aWb6JtFvn/T7Vy8uEpj4XzC8kH2dQ3t2Tbn7TyJ5brJhu1n0phZ4Npf+DBnnXYKv/jud3L1G97Ka17zYp549Fay1iS/9JMv55fedxMXn77Avkfu4Mztm7j89aezYXEr28+4iL+7/V52LM7A4BB0h1z3ja/x8D0dbFXz9EyCTlqYZhtb1bhKgBog6lFk+KiE2+7bw5tecyXW5dxw3z6C38PLLtjK73z5+xTpPFW9TmFgfVBjXcJy35Kmk5h6jVFe421FMlZxUQ3J5DomtbQabeY3zrF3/0E0LWYmG2RZ4BUXX8J737yFL379TrjwbCY29Ln74UeZmU5oNBP2H3yOUFqW10ZMzy7wxb/4U17w0lfzx39zPWV/xHVf+wK/9PZreGrPfkrRRrc3s3XjPfztH/0MR1cc/WHJfdsXOWvLNF/72nfYNKF470+9lo9+6iusyoKGthjlSXTgpS+4lFtuvY98NMAkMFofcv/9axAg70uWVjwH13IyXTI3lRAcFB4yERCi5iWXnclPvP0nWXruAJ/69B+xPgqUNYSkQyoF66XAmIBWgcI0qJxm4CtkqAm2iw1Qh4AJAYXF19W4Shb4IFHBkuhAM23TLQOiKum4AUZJbPCEoJBYgrUnjJU+iJj/gEW5aAKcloE5A1Z6htbTF+DyCiklQWoGPtBIDUqkVL5BEAWCEYUTUf2CRwmogmdU1ngn8UKifIlzjo6EKaDWUCuNEGOirBinxtUVzjs8auzniSeRypfgFKWAoDRBxYV2Qgam2ml8H8uCU9WQ+ZlAYS1GZYwcHModD60MWHGCkYsmeSFqSi/oKEkVCmbTwBXTkp3TKU3ghsMl3SqwVgYssQDzaJyPSh2lEnQzQwrFRLvB2loX7y1OCjrNDlpr+v2oIoz6fkHaarG47SQOHHwOvGDzzq3MbV5gfXkV7YasH9pP6K+xbTJjMpWM2oZHVi2J9ixMNamCprCWqigpIc5I6hobPF78G6mAftgPLWXQiUbJgJUtvOkw14y6/XO2zPPYc4cpSUiSjAY5Ck1v2GfDxnkOHMtJkoRUlKytHyeRklbWoKNz+rlAJxmV8+iqx+a5Fsu5x4aEOjiw0G4mTDfgygvP5gvfup1mo0XpPBect4ND+w+xc+dO7rz3QTpZm4mWY3ZylmeeO4zEMznT4dzzLuLvbrodVIYOEQ+hOxk48KHitz/y01z3la9zZGXEci5pmYLu0LPzjB08evduLtumGOYjjnTh6CqcNAE/dfUG/uCG4wykYXGizaHlNeabkiu3ajafsp0cxZ4f7CJY+LFrXskXrr+F9ZHkNz/2IT75O79No9HCF+scXhf0h56hhE4Tjvc03lpe88qXcN7WlGsu28SxgeFzX7qNvYdWgcBwFNi6ZZa7dh2ilk1So7j87K0ol3PpFVdx610PcPFcn2/tHnJoNWVudpL19dWoshl0EeMqTctAPRwgtMRXAXzOedva7Oj0Wdy8gRvu2IvXbcqiT1NKpieaFPUQLSd5109cxT27ljg+KCgtXP3yC7j5lju589EDtKY3kgjD1a96ES994RlctGDYe3SNa9//B0xPT9PtrXLW9ln6qwP+70/8LD/9y7/Jc0N41zt+lOuu/y7nnbbIa159DTdf/yWuueYt/Lf/+l/4T5/5LB97//v5vz7xcd7z3g/yghecw9TkNo4c2oMtSq585TX81Ze+yOtf8wpe/7of4fc/+9v0h4LLXnY1X/zSl1H5Pi6+6EXceOfDlGXNB/6Pn+djv/FfeM2V8/zEtR/g+q/8BXffvYt3/ty1TM90ePev/C6Xnn8adzy1QjMMmZuY4uD6iO0bFyhXjnB0rc+6j+1J4x1OKN509cu48867WO3mpNoTlMSoJiaUXHryFp7Zt5eBbLJVVRyrJN3xgp/bQFnHQBZvC7QHlSU4DxNa4l3J+S3BefMz3Hp0jaU8MFSGvcIPAAAgAElEQVSaUFkcsQVia0ur1WS62WQYAi2/xubNG9m9b5nKpMgQTyJlVVG76N9Qdcn8ZBvSlE2iZOdEg3sOHscYKLWmQrG4MM/SsTWWByO8jxvduadvx3rBRLPJPY8/SYHB1RYvYttIaEVLOuZTyfzGRfrLXV47X3Bq6ri959m1YjlqNX0ryKRg4BwJjlSA0w0GQXFGW1HIgMz7vGO7oWE0N+7PuXekGdhAsJZKwJSWtFLDMd8ALFJleGcJ1qFUZIz52iKEJAiB1BLhLFJKytJisoS6skipT8jOc+cILp4ORKjRoaaVCIzLOXXScObcFH9zsAA34JwNLQ4MU7p5TbAFuRUnWqQoz2nbdvCDZ/b+cIfA/xaPZqrDOafs4IqXvpiHHn2EQ4fWSBNBMRpAvs7PXfs2vvjXX2F6agP9okdJEx800uV4qRCuYqYNmzodTjttE7fe/n2UmUQIjQsOrQxCR6eAThoxBB4ZU8FSg67WkVXFj1z9Mm753u3sXvLMbphl84Rleb1mtZ+TIEGUJGkTV1tS7UjaU9R5zrA3pJIpJvG0sjaxO6jxHi46azO94wcZdtfxMmG9gKmmplsJbGlpGE2nmZEowwvPO5ndz+zn+NIKddYBVyNVVLl4aRhWllCXOJmRaEfhA4O1LpUtaZgG0502SZaSuxppPUVdoZspnsDhZUu/3+WSSy7hsUfuJ00z9h9ew/iCVqfJsBacfc5peK8pKsdje/YxqOPsxFY1pG28SLC2j5CGlgj4UFEVNYnSOF9hgydRmso6tBRURUnWjK2LBl0++x/fxL2P76dpPPuWcu5//Bk++d63kx+8n2A6dCvBH371AVZHJTQ384qdQ37w1Dqf+NnX8rt//k3uOhaDygUpeEHH1PzS1efy5A+e5I6lNtYHrHDkPqGdH+AtV57L3975GCs+xcommZRoI7nijA0cP3yAs3duJLeS9tQkz+3bz8Xnn8tNt3wP05xk7+E1yrKm9CkjNEmWMdGaQPo64sBVja1GJDIe41vNCYQO9EcleTGiWxvWcoEOJb0apG4g6gItBF56fA3SwGd+5cf4wnV3MDi8xiu3zjEpHYes5G+ePsJaELzt1Rdx0x1PxTZCTPvk0vNO5+Kzd/BHX70DORrwo4uCqy86i0/c+AM+/5kP89pf/RRdNDI4pHcUQVJLyGzFl/7gc7zrV9/HUGbRIOUcP7K5xeUXn8v7/voWrJRRsRI0Xiqohnz2A+/h47/zWYrEkE7N8/bXvZCbvnUjfauwKOS4lbOSF3RHgVAXfOfPPsHPvv83KJM25bBPTUJVD/jK7/86b3rXbxKSBFFXlAEkktIL/tcfeRH33fcYRwYOHwS6M0deK3JbgXNEtJhECYuzJbOzG9jAiLe/aJGlI0v89aPLuHpEKcaKQCGxvmZewPt+4R186L9+iQGCUFsMlsVE8dZXnsM3b3mIJSup0JQhguecgHPmO4iy5Mm6Taoktcyo695Y1/88jh2UTGNHQQVwGo+nKku0MVEAIsHVHo+LqjcjIu6h2UabDKRmNIpkfyk1ypWEepXPfPhn+LVPf4nSTGOrIf3VlXhyC5ZEwuknzXPP00v//jeAuU0nhR9794fIrac7LFBKgZDMN2rO6JQ8sD6BlZqJhuDCxSZ3P7aPOp1DSolTGuEt0juwfYRoEIrD7Hp8D0eWBygfWfimXsaNunSHUNshQcT+lyOQhQJtCyokW7fv5PHjllR5prOaaihAJrhgmW8rVoclaE2NYU6ssXnKU8oWS+uWJG1j6xLva4zwKGXQWmPcgEwMSRoZzhlKW1PrFoSYxZuIqIQpRyW9WqJRJImJrP0QTSLZxAyZMtRKs2HTacxvmKQzfxJJGl+FSRpoo6isRegMTQy2sUQHoRQxX1cpgZIx68AGS9ntsr6+ztraGnv3PsvK0RVWji9ByKmdQI9FGR49JqfGG1aEqFPWOkGYFK1j4Hen2TphbFnt9sjLitLXaAnBeSYYkWhBFRS5kJx15qkMjxzgkosu4+7HdhNUm9ZEh3wwRIghe3/wOJs0bNg6T5FtZGGyyfmXXMDTT+2DkDM6+BANM8nevMFzR47Q6w1wWjPnLC8/W7LxzBfwZ1+9h9xBK5NUIuPMrQlLz62xecMUzx5a57ydszz4zApbt29m//5DzE/AVafOMDq2ytTWzYxkwm1372Xn9iavvepS/vtXb2VhPuMVL38Jux56kNZwmYsuPp8dJ2/mb799C2effjKP7DnE8sjz7v/9Vdx87xG+9K2HmdvQoXd8idnpFs00QYQerz5/Bw88dZjMWLZ2LFtmNHmvol8K7j8cONqHYytQjdFOSkfFYTszHOvWCE+cIyRwVhvedm7GV/cV7F+GPmAE7FhokIkaUVk2TDfY0wtUcgKZBvojwZTvccpsyt5KQTAgBakSDMsaQ4FeHWAdrFSw6mBrCw4OYBQUAzSirkiNIVUg84qNLRhVcNzG8bINkGYZ+ajg5I1QL8G6J2YFhNieWRtBU4FJooZ+MASZAAqcSijrGCMZvKcYt9m1BhPg7EmYbHX4zqE+xkM9/p6qABXQ0HDVaYvc+vhhnI65SBpQBk6aFDgM+7oVoxpMluI9pAKU9FTWUYcmNlg0Apm18ULiyhFCeoxOCQLseGbhbQ0inIirDSEgvMP657M4BEJ4qiryk6RUY7SDRqlYLNV2hLI9UjwjPYH1juAlVDXOjU60pBoi0K/dv/8NYGZhW7jqP7w/qkN8XHE0kFDQCNEP4MdIX6U0VR1NF0EYlE7BVjhf4sohxahH3l9j794DFMeXsW6EdCXK5mBrhNIntKwqSCRxMCa9I4TI4Kh9PGppWSPMbBxaSYEUcfgitSHzljO2pPxvb7qQb95wO08806VKJ7A0IFQoJNoIEm1o+CFGFDhp8CLBO4tSGksgiOcDzqM7cFjFsPOAJq62hjTLaGQJWbNBszlLY2aBdnuCxswG2pMTGGOQSkWss5DUdU2qG3g1Vi+Ecei9lJGJYiIeuHYWasdo2Gd9fZ3e8jLrK0c5duw4g0EPWzmsL8GrMawvhuiIukQqgUCiE4MQCqUEDZ2RNhtkWYatCsqyJC9LAh7vLQJNJsqYoyCjhFGJqNv2ATBNUJqs0aTdarJl+zbmJlIuOH0Laaop5RRVZelMZIwGBd2l/SzoFfbs3s8Th3pRX12WEGrM6CAvOnOK1W7Fg3s9FTA5PcHDewc0UoWrPVplCGlopLFnXTlHpz3JRFOwyQww0tFIPa4scEKDsySixrkcymiWk8HTSAIdI2m2NM8djRv9oHT0rcAIQR4kpVW0mxmZFDSzBlMTTaZagcm2Yq7dpqE9sw1HWxTkec3ayLN7RbNvvaRXxtPuRDNqwA+vrFANLLo1RaICRVEg8WxISs7d0kQpRSlT9q86uqMBzcww0VBMJJLeAMpsGtHsoNottNnI5o3zNDKNbs8jdSw8atmEkDMRBiy6I7SrJXbvO8Sz65bD3YpuLjl4vE+3EgRfk2nBZKLY0DbMpz2aieNo0aHvBIdXapxpM9FQnDKVc9KUwTamOFI0sWaCUV5z+sI052xJmaBLw2iSqZPYu1JzrEjoyxbZxAIiSaLaTktGVUmqJI0gUGEEImX/EDpGsjYaYp2iPyqhWKdR9dB5l1rE3WZj2zMbnmNSlSgB+/qauw4qjsiTWO31KUY5ifLs3DzB5mbN+dM5nck2RkmO9WG5SNizrulWAaFSSqsoQ2CUV1HVJAW1E9TekSiDHEtjfbRLoAkob5luJ1FC6guKOqJMpDIc6Q5xdc1oWNMdjFCJJktbGNNAhJINacVJM5JZU/ChP7zh3/8Q2IeAdZH0b200OShjCEIxCjpq7D1Y79EBpFZo7+n1eyRZGq3RzmGrQFlZitzRanbwnRKTR7qgSSepqziUijz/qOVFCrwVoNQYk5wQlAcULmRIrYlBNAKvY+shqChlW+pLPv3H38FJyUBPgWyOZW0KrTTCPK8AaSCljgdAoZAaahEX+BACtq5wIkrtdCYhRMWDDwqUxgtBLTVYE0mnTlKhSKVhVLkYJGNtrO5VBELntQUXYraxgDSIGMNHfG5rPYFAXXsGVU1ZWbqjikqkWGGwIiUIy9jKAkJG0LR3oBIQYRwFI5EyoLVBtxpRnx0EtdAI5ZGyprYS52PFk1uQOkEIgZYeFWL1hEjRQqB0QqPRwCQpZRXolYbn+gm61OikxhhDv1dQDXOSpM16nuOzWZpNGOZ5PNXZQKmneGh/nPNo0wbp6Y8Cs9OTdAvQLU0QCo+kNPE5m4mJrvNE4LMWubM4PDopUT4nVXXcQJWiQiLGKjIvBbVS9IY1ViYUBQxriccwIiB8iMqfuoKkeSLyVAcJUiHEJNKkDHBIUzGoKoYmw6ddms0Bo2BpBgOuAF/TUoKgPYkf4pVCUCJDIARHUZakypJXgmANKjjA4Cz0qaicxJc9HAWpEOip6KqvMYhg8U5RCUUVFJkw1HXCoNbIUUEqNcYIKgFzGzu05+ZZXi1wviA1irZw2GIN5wu0CGxbnCRpzbNlqOhs3EKqEtTgEJtnmsjODG655sB6TaIUU53AyvIRmmqJ9mRGdXSNfU9bdlcbyNs7GPpD5OWI+bmNHD22hBCKlpGIfJWlpSVk0uDgcpeti5swrRbOQ7uVsnPzZian52hpT170EELQNJbpqU2c1LbUXpCEBXrbE5pDxVbnUUJjgaZb5axZzbxZZVKWaFFjWoZOaLE0MYPxkSCsTMJgNGJ1aPGA85LSWnx4PjHPo59fakNJIgPCe1QqUL5ECktDygh1lIaFKUNZFVgH06NYMKksiUwrHJNJxYYZSate/Vevvf9TbAAh+Og6lIrAmPZpHVUo8MGccOF5FfBugCRWsCo48lGOQlFUlrIsqSpLWQdKJ+ICKBOCgcp5gjE4YXGuGtu2JJ4KjEIhcQKE1hGpDHgJlVUoLdA6mluEkMggEGmbytZk2UaQnlQ6Sq9xRIic9QJfS3SWxsVSCBQJjFkeSsReoUQSkgzvDd46kOaEHVxITZKkIDVJp0kzaYPWqGaLtD1FkALrApQlqVbYsTZcoE7gHpyMnKQQHCFE2Z8Q0d1prQUvsBYK66mQ2BAjNZvtNlVlCbkeKxpq8C72oYUkSwx4i1ApRgXMGLYlx9yV6IJUoCNy2mBASWQwZEZTuQoRHNJ6ZJYhdUYzUThi20wpRZYlNLMGg3xEUzQjwRSH1hoXoPISSYZVLbTuApKSlOADPpmmb3NsFch9NBuhRDQoSTXeDONJK000IViquiZRTYIPGOURyhAlrAYZDCKUqFARKCAYnLVAFbHhZQzmEaZNXTrQAhskEgMKTHAgFZXKMCRUokmlNZlsMJJtnBd0hGAgDEORMHBQqhl8I8OEEXY4wgSFlxleZEg1AK3QxlBV0enqhWZ5UDFtoAwwGnmEaeFIcVIz024xMAGRpiStNpgOTmUMhyOaQVKFEUJVeJGQS8GgWKVDwVRSUlQ5q8Oco2uB5fWax554BsgYFp5B0SPViulM0Wk48szSG8UF6rmjexnYlF51P0WRc8Hp23mst8ziKWfz9GpNMrOd4bDPnu4xts9KTl5o0xsMKEWCak6wuLCNQfMkrGkxOdUGHzjtjFORRlKOhiRjIFpVBwqRMOivYcc4BlykAI+IqXcia+Mw9KSnrgLFqIhtm2QKkSoahcPbAmctLm2BnCYHllDkfkTqS9ZJKeQEhTBYGTE1zlqE0qhUQ4jUYSMMLigM/oSfIlLtU4KvUUZFYGGI7W4jM6QS0eMrE7xPsNJjsxQr8vidFQYVakqRse4DUv/rfQD/U2wAPkBRugh3EwoponVCeYkXUeMcUAgbrfsxrkVFlgdQEyLrwzqCe54CCUEYHCWSCIMTUqNTjXIJITgIHiFSEHHBlGOyqEgb46CZgEkSYh0YxslkCqEhNQleeXIff88lilDFKjwIjVIJiRBI6bGyiZeSmGMcTxs+OASSIALBxQFSJGAKjI8GH6QgqBSTpHiZIU0bYQy1E1S2RlaKIMcNYKHAS4K1iFDFaSGx7eOROJ+jxdgBi0fVDmfrcdtkSHAeYTRV3yNVjKU0ykGqqUuLwkcjCwpBiKegIJAiAqqkhCDi9eMEShtwDi3aOApqASrEE4n18UQV0CSNBBvAVZ5eHdBGIbUlz3MarQ7NrMGw51iYnaT2Du0sRji0rimrikHlGFQF3VFBmmbkeY6UGumK+B6mhrKK9FeFIs+HlLKDl4pEKtoTTVSIn5kXDYKeQKeOTPVoNzR5FXDe4LzGV47KOYLTkQcjBToYnLSo4BEUDMuKIBUEhdE6bhLORuNTMEgvUFJgfIEgw9sS5fpoIaHyeJFiQ0LhRyAcjcRQFJKg6jjHCRZFgRYF0oMsBC0p0FrSTGHLhhkWFzaw/8gKI3JWRxWudPjSQ50z6BcMK0+tEmSqSZJJFrcski2eRHfdoZszVLpFvy7pZJJ2klIVJe2Qs76+yvKxPoeXa5pTC/S6IzozTbrP9VAyuvbLsiYXkKpAWfSRRtNd7+OTGWY3TuHtiLoqePbpJzjl4leTbTqb2lVslGtsbFhcswatCSRs27ZIW86wQgupDAKPs9AddKObWAhsXSOkxHtJjUOnTeQY+ljZCoSmwmNdLD5ksAgEKZLCJVGtVlm88wwrGKGBOLyopWZpNEK3MoT2WJFQ4xlYgdQG6dzYSxRZ9A1VU1SBqo5ASh9iNChSoIOM9FnvCVJivad2HhU0UgUSJ3AyzkR8GJ8khIytbpNFqKK3CC2ohGF5VCHSf0Ma6A/zEYDax+paaIUN4zeCEAel3hOEAgH1qIwAOAHORQt7QFIWOcE66qrAliV1mVO5mGhlgkIIR+2j61EIA8EjgyKmnIAMarwoqbHDTuNlnMpLIXEuGpocMZuzlhKBjtccPAGDTBwIO17oJF49r1to4k4E28e//YnZiyDIf3BjxkZ+QChBUAqlTSQAihQvBEIJfLDj6j3EzVJ4SucR8TwBIpqFJJzo3YcQYhtGgh1Vsap3DlfVBOuwVU4rTVjNixNDXK8UCgi+wjqPMek4pVMQnEXq+CWPec2gUHiIrsrgkSJBak/lUwjV2BSkqV28CRESLzXex/bS9NQ0Pjg6022UkExNTTE3N4c2ktGwIs1MNIsJgRIRv1GjTgwFxVhup0xCwBCcxNYSlUQeS1EH2p1Z0qSNDwaEQ2uFJPZe21PTVLVgqtOgZY/RcnGAPgqa2jmcHxGqEucrEhngeTdmCARpCdYjfE4QGQoH1DhXEoJAetBKIENk0UBABYXyjiQEUhQNwNYJwUpCUPhyhPeOCSGoKAn1kBBqdKgQ2uFdHDYGRJxhOUH//+XuzX4tS8/zvt83rGGvPZ15qKlr6K4eSao5WJYsiRZNGYpt2b4wbMNIkMGA/4D8AwmSm8S5yEUSJPBdnCAxAgNJnMAREEViREmkRDapJru7uruqu+ZTZ9x7nz2s6Zty8a1zmnIUkxGBgM4CGqfq9Nm1z56+932f53mfZzbl0DWcnleUVQAXu0SHZ1HVVKbBGAheIGTL2vom9fyYR4szJnPL+MorqPFVakn3PAWkTDmfLXn33nPORJ8sy/Ay0AJ1VXLr5Td59OCHJCIlyQpC4hCZ7Lis2Jws65I7r7yMqZ9z7fbLJL0eRgpOZxM2NtYYb9/C2xmldrgsY9XCQvSoner4I3X5mUl7Ba7jCl1T4o0jBBvT8Zzq3otxOc0LjUARkLTWkwmBU5EoboPGO0dlA7WD1gdcACETAlB7RRlSVj5BO4uUllVT0lhLXRlaH9MCnQx45+LjvTBzw6ODiL9TiHCzd3HjneDxgJJJPOecxWKi31T3vsY7JDpuO+MJHXkckNTWgnMM9UUIyp/9+pkoAADOB6TwCMdlPqRBdeSsiEHwxC4zdIeliDQ63saCsKxKQluhlQYlyYsBTenwriKEBBlU7OSVjEso0qE6nxpQSCGQIfrSIBRaC5wTeBGZ+hBcDFgJITqVSlAyBpp7cZFPHCEQuoIVO5UIbV0E33jhYxRjfOTdmR9fTCE7yEBIdBq/50VCkMmlAVXoiCakwIsAzuG77NFEEEmnED7z4A6SQCAEifMe0XVI1lrqqqIsS1SaUjc169tjJicTvAkIpXHWEWROWkhSFbOSQ9OSFVmX4ZCTpgIhFEmWoZIUpRTz8wXOG3Sa4JzDBIH2nxkPhNB5MzWepNcj7+egJUVeYG0g62esVitmsxmj9SGj0TAWMecutdi+ez2RgeHamLKs0VmPqmrAB7QQGNsQrLsME/LeUJYl1sf7b0SE4wKSpq3wDpZekfUOSNqWvpTge7R1oK5LhGsRWuBC9CcSQuBdico1aSaxrcYIS922NMYRWo+QCV7E117JlOBMNBX0Fk8B3qN8NE/rSYczK5ZtQ69taFcLmmWNTgKZbHEoTuqGItVk4yGujpOzlim7az2urqUsTp+zOyoo+hmPjxZUNsRcWZUQaPACvDMIIzk9PmRvd5uA4I1XX0EPd/n0xYynqzmD/CY/+Oh9TG/O7bxhbdTHhIKPHpwwq2ekaQpCUJUOoXKqAImFpA70Use17TFH5zOssSRZyjvf/TZruUPtjti6dpNk6BkUvegGWjf004w8NOimJZCwaj0L16BUS3AgkpREa9rSxPezAJVkpErRti2hrqjKFZ5IvksBgcjReOeprcdJj62hGKU0tiEEjzUNwUa4rmuh8CHghaCynkW5QiUNqGj9YLtGEuExrkV4hfchmtF10ZUhCKRM8dYhCJ11feikoyHCQhdcHwETJMEHrLBoneJFVOqFLrI1SInzotuX8HgdA+J/2utnogBEbBqcCJdGTzL4WNWRSCmickSI7uURQOx+nAuxQxCKIiuwUjGfz1Cqk0QmKQKHs5ZE6+jcGULXtCbILlxGdR26EAEvk9j5tI7QYYwBiZQO2R0c1gviTQSJTlBBYEUkdwImNl4iwiVWqLgI0nXKhM6bvvMciUTgxZNh49sjeIJTqCS+0CpYvO+waB9Q3fEuRCSvExli9CPdwe8v1tNdJGmVRoaI37tOnhZCIEjBYrGgKApca5idn5MXBavFPI7XrsGZBqEkFS0QH0vTGERXPAMCLVWUvroWGwLKGxIRwFt8MyfIJG56SofyIfqoWAtJSjALrFthTQ+CRWuNtRn9niYveiQ6o66b7lXwSN/Q1BWDTLI+zmiOLc/mp6zOS8CSeR8LsnMI12KsBSlpVjWNC1iZ0ZouQUILpNRoAcL30G2FSDyTdoXQNcNhxumqIrQKbEMi41SpfRvT6QQoX1GEjEKmtKpFBUmaRZdLoQPOW6wIZNKx3Zfk1LjlhM3BgNym5I0kaRqK4YDQloTVClcqaCwDHSAJZIlgvehHMLRrkLSoGQzHlB4m85JFucIWcOvaBouQcfasAZ2zmC4oMjrDsZiFIVVCZVtSPLNFxZe//BUeHp5x+vSMMNxje/cWnx4c8XO3btOvH+HqQz73xh2+8cEzbl1b56wtOJucI1RG2Rr6/SGr5Yyb13fIQ8mwF5gsKmoDw2Gf55M5Qhf01jd49Rd+HpX0SMZXaVQUThyenXJle51MaYT2GJmigqSvFA2S1gls8NiqwXemcN57lNQo5ZFSkacZ82VFpnU8/ENgVVdciC00cSL23TSQK0HjBIs2sGzizwcXHUR7WUHwBu81VYCeFCjXUPmEhQWQdIHluNBBuT5Ko4NQGGuQwuKIHGds5GPhv8g+CcRMExliKoWI3W+c7rvD/0KlGbxAIHA+RDdkE1jUP72C82eiAABdBKSO/jCdZwjCdod8lFQlUsXnPEgQ7rKLjVBQDGgwIboGOucINiowkNGrPOqMAiGo7piU0WDMt2gtuq49qoaEIHbyP3JJugNXgMchg0SqTiWExGMQnZlV9PiOHW/SOQAKJGBBeJQBe3Hoe3fpEChElFcGAgGLEjlSmBh4HxzBtXilKNKsM5Xy3e/UFc8QSJQmAEppRCKickVH9N533T+dGyPAzvY2m1tb/NZv/RY6z8mLFKUSBFA2S0LT4IQgyTOCCqjuaYmFNxBCHlVFysaFmBCQwSI72+5cCiwOJxyJc9HfPHL00ZcGSyJSnGoQTqMU2HqFH6SYpqUSgdOTJdvb2+RJiu3G//PphPNqhmkrTLWCYNnd3uDw+ROW81mEbVCIoONk6WpMC7UpMQGSJEej8aFGZBmj3pDVYsHNvSvspB5zeIqpS0yT0tgQsymCJlGKJEQbhUQIbl3fxBiHMy13ru7y5NkzQhAo6ZESVqbTiYdArgwpDh8sMtQIPLptSZQjs/Ed6qxkc7jFdH5CWTcgEhariiJRbI36rFvBo+fnDAeSBSXPJ4aTeQvBoTzkKuHZvOTkeMbM5ayvr6GVQtJQLkpqp9EqNgFeZCwb+J/++W+xe/0OK9ejGMBHH33ElZ0t/vC7f8hXryRs9T2Pnh1EtZT3PK8aBsMeZRUwIbBazlECTk9PubZZ8NHjU65vJdy8sYdORvzqS3cp1vcZjcfMJovuoExAeNJUU6yNCCGmaeWJxFiPkBYZLEhNiB/I7nMUzwjvAo33JMaRpilBCvZ3dpnOz2lrE03mejnegW0rkAHV5Yl0QCwygAiePEmwqxYIuDZwXp2SpxqVpQQUzjta77FSR18iE28vgkIisT6a5nkno8BECqzxMYSKzlmUmEFxcbUuBi2FztlUEkUZOskgRNNEETw+SBCxYNjgIyoRDLWV/LTXz0wBuOiOYwRkxJkVCms6yEXGKi4EXQUVtG301a5by2R2xkbR79QhAhESvPSXsJKXHhu6I1nEkU1dhDFIjQ+xW/cIbIg5AypG8wAeL23n4QdSRhvYXpJiTQU4bFDRxpVIZF/AFamUSDOLj03Iy7AIg0H6znaWLmxCeEAjRAS1m8bGNzE5ibZI3yK8AGdpmhKl+rF7uISTuq7Cd+lqsiUYEbtukg6mikEYg3LbLDsAACAASURBVMGIH/7wh1zd22dulzx+/Jg8z+n1CiaTU1bLOcWgINeKVicgDELreLAphbVtl60gyJIUZ5ruNbuw0vWR9AJwDYSI0Uc1ksGrFKWjhlx6h9bg21i0irRPkmVsb29jbE2C5qUbL2NddUHTg9Bs7exy8MmU4+OzSLo5y/HxMauyJugetq1oGoPKJDqI6Czqoi11UOCCRZrovth4w6k19Lzh+OgFu9cK7ty+xYPnh3gf8CZiuSIPJEohvSSWfgcyJ1GGIs9oGkcx2CbLEqz11Ksli9JROkEv8axKgUsTbly7AeUxipyAQ9NiTM1oNEbojGezhuA9SIlLUnLXIgk0zZxqtaLf1yzmhvEGOF9RDFKMFZyer5D76wx7gv39DXJb8OzFAVsbQ87Oy24JyjNbOHp5wuHJlPF4zObOLi+/8iYPD6b0x9scvfcur9y5SaGuY91T6spyfX+Xj959RiV61KsS6xXz8xJd9KNXPYG2rXFGM1rr4TUsFyuk8mSTM6bzhuc64dr+NZyE2eSYg5nj2s2bbPQ1WklSEVVnpmkJWS822t3nN4QQIRUh6Pf7WBNYNZbFfIY/P8cKx/RsRp7nFFkOeKbzKf088hZCgvMW3XXWUkpUCPRzibHR5tp520mUweFo2opGSEocSsZp1zuFMQ02QJJEMYrxDuujFDcQM0OCjzJpJQLBKYJ0XUcfvy98ICBweKTvZOkArkWJGH970XC6bk9IdlCSI5o9/rTXz04B4AKCiQSKBIR3SBEP5TgufRYcH0KUYAEkyrG7ucVyucAZh/QG51qCWWGdwbU16UUFJvqat96gOivWQOzGI2ojUCFOAyoRBFsiRbjEBoNQeCFIrI1LUh1UhbURchEJQcbQci0D0huCa5Ei0sFByLgLQLSZRQSCt/EA99DalhAUQmtUluOTHlbqS6glE+Kykxfe02JRJGSZ6gIxAmVZorVG+jgNeA+ttR20Fqeq6XTK9vY2q9WKuq5xzpFnGbVpaa0nJAolNY1MSDKPd5J2VeG6xTytJWlnd9vM53FjM3icjL4oxlqCNSgduQqFhkCcCrwB5wheg0iovMeYhiQTLBcLptNz8jylX0RSrDo/ZZR4BsMhwbW4ZsLk6IiQBo6ffcDi5ITnB8dsb+9Q2wbRlgxSGPYtxe6Y50crdJrw0ms3+eSTh7xYxJxivI86eiEIDvArVJ5x9PyQv/flWyynU7a2tvjw3nOCSkilxNmA0w6lAj54tITz+ZybO32GRcYnj094dWfEvCw5qlfs7F7BqQlnyzqqeIRGyoSPP3zARh/uDnOkFKACSkrq1lKrLY4mz2lqw9LA9GzOrat7PDp8zmhzjaNaI13DpE148nDOYKOPEoJxnnBjq0exlrGY1PTXt3n67AShJGVZYYxnVOQEKxgkCU295ObNGywrjxA9nh88pmlS/GLBX/3aV0kKzct3RmxOKliUfPrphCcnc1Re48mpa4/OeuA8lkCiJQma83mLbStufO4ON67u4OQGjw/nFEPFydExB08P2Nze5flkRUWKl57ey7fppQobaqQMpF5S+wYfUjweY1qatop24AGaKqpo6qoBZzthgGY8Wo9y4e7zPhiMgCgy8U1LohUiSGarBmkDhXIYrzlfLQk+xbSOtm27z4+MqjsvaVxAd+dCCJEfC8bQNBWWKCDRWmI6ObfpunbvA9LHCTi4z4QfURYa+QDCZ0ErEDeVhYxLl9ZFaMmEjmMEVPQgZVU3P/Wp+2MLgBAiB34XyLqf/6chhH9PCHEL+CfABvA94N8IIbRCiAz4x8CXgDPg74QQHv3Ev5EIMbPXO3zoknKEAiRt25JkUW8dx9d4E0egXq1oqgYvLFKB8AonAtY7UqUJbYcFCocMgcS52KFeqHMuSFMnLlUs+Di2Bx/rtNBRWimIEYeXt5cKIaPkK/qEgJKRMI4qCtW95jJieR15fwn7QKfV9+Q6ruJ7lWLQnaogqmuMsxSqQOZJh+Wq7tZ0+vZOjaM+s6+9+Np61427Eue77l3ErlghUB2hh3FkieK8bmm7jt+Fbgrq7ktKuNAfSBmLqkJ22GVcb3fe4XygXqxIejk4i7MBSUuwJUIonNAEaTEhoGQgR7C+vo6Ukrt37/Leez/k7t27jIcjqqqK3k3Cslb0WEjH0YtD3nz9DVR4n0VpKGtLlkWjv9Vyyeuvv8p0WUOomU7PqZcVr1xf5+DeBBsfNdpbgkgQIlr/hqrkb/2VXyArDO985yGLtCTNNI2VSJUiO+gRJREiypKdN7z34SEbw4TSeho3o7aBWemYVHMm5zWzsmVnM2rvDR6SlPHmmMZLCgFKpSglmJ7POG8bEi1YVi2t6aw3hEAlgldv7iCfLXj8cMbV9TG/+Je+xPufPud8VSPqOapZMjsKbK/v8OTJUzKl0VqC1AgdP0OehNYYnJccHrxgOOhhas/hUYuhz63rdzmYLZCLjMJIRFmyP9ylcqeMRiOOzs7j4lgEsAguEstCxD0UK2C0vcUnT894/OKEK3u3GO/dZG9vD5VrBtmYwdqQjWuKdLTJqixZrVYkaEw9paehP1jDGUvta2Q+INUJzgvq1kbrBAU6CIajAaaNHGCaprETt7aDJyPxbm3cEXLWIr3HakUjBUZ7nBQEb0nTDD8zOOc7oQWXU3xrBFmn4xcqXH7/Rz9zl9NJkqGcxRBViqFT/Pzp1wWf2X1OO27OQVy47GDtSC5bROf+KS83C/6/IYEb4GshhGWXDfx7Qoj/Dfh3gf80hPBPhBD/FfD3gf+y+zoNIbwshPi7wH8M/J2f9BcSPoCKio3QBYkQhwLSNEVIG3XzIapfrLXoIBgNRrR1QyI0oTuoqzoglUAF8DI+1AjhSHwSEXnnoo5fqKQ7FCU/+qK4S9Imrm8LFF7YiPVr0U0AIGQaw+sJiBCJWeeiU6DvOgaER3VQUtTt02Gb0d9dCEGvn+F9wAndmdbFXVzTtAyHw+gV0hgWbsG41yMqy0JcjnIOqRRS6o5AErg2IBPiNqGAJEmwbRyjtdbIRPPs8RPyPI+QVZ7RzlvyLI1jrADnHRKJErEMJEEQfAOuU2XpBKElwbdxJ8LHAqqB0fqYs9NTyrIkkxojAyLUSEGEkpCxq0JRW0Ob5SwWC/Ik5fW7N9HaM+5nbO+uUwxGjPs95kdPODt8RlPO2Nh8ncl5yWzeMh4NOD2dMMh6VLXj3v1PcB7a1tPPNEXe496jKSLEiSQWIZDiYtMEZNrnB5/OMU8e8Td//Sv849/6gDzVOJ3Qtg1BRA4l01GSuz4esZqf8OrNIdd3t/nuDz5FWLi6s8F+XlA1MHxR85JMGG7v4J0glyCHGbgpIiQsGst8XrJcBcZDQZJ5qjZlYRUnK4M3jnSwJBE9juaCRGmu7Q0Z9Aq++Uc/oPKKXHjWtEAnObpI+IMPD9m+cpvjwwXeSZ6f1SQpiEQwayyD0ZCv/dIvcT5bcTpbcu3qLbxIOJy29JTkq69f4+Onj3n00UfcuGpoVguOj05BpPSHBedLR0M0O3NCooUl0TnOlRjjmU6nvPb6m1TzKZXznH58n8Pnz7l6bZ/Hj95jtHWFjauvkaYpDx8949W7txEyMNzQjLSjbhxFmoDIeXJ2Rm9tD6EV0gdMay4PXtc2GOswreV0ZgnGIhONaxvyfoFSCbZpcQT64zWq5YLGxiZn1UQ5pZAZy8pgpUeGmORnfWzevFJ453AyGsRlMgbRyOBRxPsNSmO8wHlHqFt8lDtEaXu3VBp+RLFzQS1aAhLxGdF7+bWzXXGe1tkL4PlSQRRkRAH0Zzq/P/P1kySCBWDZ/TXp/gvA14C/133/vwb+fWIB+BvdnwH+KfCfCyFE+LGmQ/6yskYuxKFweAeoyKw7J6PLpDVYB0maEgJUpmI+m8Z2NBiasiTUS2TwpELhaS+ThuJTKKGLnnemQiUKKTMQHcnku5BHHw/2IFSH10fSTjiBSCSikwF2ehKgjQcvBucvdP0BSBFJTAPyxuGCiR1ZNwoIHwtKEBnL5RKlNE44nMyhbUh0ynh9g/X1MefzFb3+gLzICDaqmwIiEso6QwsfVQIdv1DXNYmLen4bAu2yjh1hd0kf2Nvbo2kamqYhyzLuv/c++1d32NjY4pN772N9Q6Ik0sVQj+ADSjTIrmh51UclmrZpwVuUECg8zgqOHr7AC0MmIFgVY/yEi1JcCSme4GIH15aW06ZhOB7x4P33mBxlaJGy9fWv8s7vfsJ4Y507r77Mwf33ydo5o8Ly6N4PmM+WFFmDrRx7mznbfdge7LC7c5V//s0fUNeWt9/+As+ePMFrDdISuqCSID6DpoZFn1w6Dg+ece3ONt99VOOyMeenxxjdJ5XdRrX2tEaikZxMFpD0OK1yhi4nrF/naNrw4kjw9OgFpdUUaVxM05Mjzucr0kSRBccX745xpqE/ylhf32dj0LA7UEidM2mW3L17nfRozqDo8eDBA770hdcocsWjpxMIktoZli7lfFEzyAW3dwqGecGqnLE27vGtdx9w85VXeXZ8zvrWJsX6NkeHB2zv9liWFb/z298kH+4yGg85mU7YufYm9dEBH737Lkbl2DCiGO5xcP6AGYLx5i6CgtmjI7xbRhmr6GGtJUujB9XKGoZ5Qp72mE/OcEHiyhVFscHtu3dxyYDr2zdxXqIH67TA+u42KE0SnVY4LVfkUmKrFSpRXLu6y9kKvLFIBP1Bj7aJuzDWWqTQFEVKTwryJOX4+BiVpmihefbkaTy4koSlmpNlGWkqsaR432DIcbqPS0CIEh8MzsQp/SJ4pxUJFknpPLKukE5SiJgAVroQSVqpusW0GhMC3skOAfDd2RBVeM4bfLiYpiX+Ykv4R3YIFAIvLO4iMEnEzAXZzRLG2i4P4Med3j/++ok4ABFPqneAl4H/AvgEmIVwGX/zDLja/fkq8BQghGCFEOfAJnD6L/yb/wD4BwBpf+2y+kW9fdTJRusagTcWGwyNdfRVH+c8zjswHtO2WGsZDAacnZyghUMFj1dxCcYLOjfM+G9FiCmasAXfxc91wdNxvyA+2dFfyJB2nYaPi6/4TnmDlwQdcfiLl/KSxAkS0YVWi47MCcGD7fQHku4+ZKfe8Z9xCfFZiJ4lRYHWGi/AOs/z5y9Ieil+pSnrFfv7+9HgTUrSNKU2DUEmaJl0y2Ug0ouR1aJ1RtJXlGXJ+dmE1lSsr23SKwqOj454cXDAeDhic3OdyfEJZlXRmhVtU9K4qFVHBlLdA2nwAZIs5druFg8fPUIrRZZI0l4PLwX1fIEVjkExiLXZeZqmIaBItEKKhED3Rg7xzdi2LWW5ZLzRwznHajXl3e9/j7/4F/4cWX8DzIqXb+/waPGY21e2ePjsGI0npSbIEaPhGq/c2sbbllkT+NWv/Qr37t2jl8Mrd25y8J0PIuAq4n3pPCMl8hd1tUIPBqzqJY+fLXnl2l3m0zOyPGc0GjI9OYyvjhQsrWdRNSQhprh94ip++HDCvReOG9tRApolmhvbOW05Jyk8w2GPnX7C1Z0NdsebfPr8BWVZU9Se3dd2WV/zSKF5flpR+Zz7nz7H5gPmJ1Oc0tx7eMzR4YqqqvnSV96kQXM2PcDIlGsbPZxQHJ9bXnv1Ltt5n2RjyTe/8x5b65ucnZ+zqlZokXC+KHEuulYeHBwymcyw7oDxpxP6w5yXr21Snh0wWZWI5XMy1fDqF19n4p5x/94TposFQUgSAcHXbKwP6BUDtDD4StCGwMagR2M8n//Cq9z76Amubfj+93/IjVfepPawtblPtVwxXSwxAeqix3JREzbHbGxfo5pGvx8XHPV8gg9DrI9GjqZzDE7TNOryiTJxrTXH02O2trZYlCu8sWzv70UlThtl5FnRQxiDUyIe/tZTNzUq6UEQnVdYB2O6gHUrNoa9GMojXAx192B9wHiJC/FAFz7CRkpLMi8wBKyLss5oz9Lt7ASJ7XyxOtkeIQSs7ZY3L1PfBM5WBC9is0SIx3WHRkTPsf9ncOknvX6iAhBCcMDPCSHWgP8ReP1P+7Hu659Wl/5v3X8I4R8B/wigt3kltG17uYEasbC4LBWcx0nXqXY6/a+L41bE4RpsMMxPpgwGG0hf0TRzlEpwvoovTPcLSBGZ3hDii6PiN3HBo50nqAibXBhriQu9uvCoEN02JVH7bRFIL3BCxNXzfwHLE97GhRtvEQJaR9TuS4EKCisCyntCMDSNBRkYrQ1YVSUYh5ctzeKcvF/Q669Fa4Q8YzTeiHLIXo/5fBntppO4kZumGkUsKrGIOFLdI6aQZpG3kIG6qtjY3kLLwOT4lCdPnvD88RPuvPkay8mM87NjgnecVSt8WyFxXKxwiSAi1BWikZtvG46ODhgO+uzs7FAuJ1RVxbA/gCIlmKxblo3dWp6ntKbCO0ljo5ZbKwkiGgH2R2N+/V/7NbIkY1XOGAwGKO3pj7a5/+GHjLa32Hhpn7d/4Rcppy/Yvw6/unuD//3/+Bb9LOWj+4949OgZ3hrWN4Zc3d1mulrx3h+8i0x70YaimwazrIcXgtYYemnCeNzjxu4YVyoGPcUf/+ARrTX4IGlOTsiyfpxKiX5KRb9gqCSvjTM+/8oNNtaGfPDJc04nZ1hXR+LdLHjqHHXoc34qEbbA2xWHB1PWRgN2d/fY3VlDCkGW55TLqMr5/R/8kPVrdyidYlo+Yy0RbIozbr6smdkdZDNjfjJl6CvOm8DBwZTResLeeo/VrE9pzvCLkq9+/gbvPXzBsEiwesj5+bRzj+0hpKM/VJFfMSWqLRC1Q7gRs+WURSPpuZTz+gXf+qM/RPQ3uHFrn2XbcjSZ4fFonTFflbgQJcGpF2hvaULg6v4uL16ccOvlW5yczumPNrn34fu8+bk3aOpzdK9ga38XgKLfp1kJQshYlSUSHfd/UKggyRKNEClBJFT1AiU1dV1Tr2raEJuMJNWMRiNOTk4QEopen3ZRorRCpSllWXL65JjNjQ0KJeMyFRIbJNPTY9ADsrQXPZvqCikEItEMBiNsvUQ0LXnqkSJgrMB6DTL9bIfHC4L18bnwqjuku0jUTg4a/GdIh5bhUv2nQuQDZLgQwgSUTABPkMTpgCiuiE4IASE/m+T/rNf/KxVQCGEmhPgG8OeBNSGE7qaAa8BB92PPgOvAMxFZizHwL7et6zp+gegMtsDbTistJdLSwTdxSULEpQFM3W18BsXa2hreREOvNqjo3U1Li+vinDv9cAAXaoTvsktF0q1qR2jHB9dt/Abiiq7pbh1dAoWM0i3lI/ySStEdcAGvJARN8A4nIj8A0TIYf1GEEhwOFUwscEJ2eaGe1XyFDRalFQmSVFtUMKwWE/qDEXmumU8m1Msl165fp2lqBoNRZ54WM0fjBmMgeIcKAS9Mt1gVcf9gYXNzkyACjx7c56W9Tdb6N7m2OWBZrvj06afYeobUAuFFDKHurPNCx2d4a/GJxIqYmbsqG0y74Pj4hO3tLUxjOD9/QQgBYxwmGFyAVCsmZzNG/ZS4+KywPtAYy8bakPWtLb76K7/Mex+8z3vvvsdf/iu/Qa+fcjaZ4+SKG298nro2fHyw5PjgKdOzqA76+MM/5s27tyn6Q16cTVFC4nSPBwcL7h+WcdMQSWY8TZAEH31ZAh1JHyy9/hC/mlAvJVsDxRdvjlkuFU06ZrSxycHBAdOTAwQe00CiNKYFm3vSPOH33vmAJIsT26Jq0HlOyPucTU+xasTOzg64mv2xJvEVB0+P2dlew9slbiWxynBwvmSYS4xouHJlj+fzOZPlkqr0DIucIz+g8H2QmunslLWtEVsbdzg8nlLXNdNgGRrDutI0VcJkMsUXjp2tdZ6eWc5Oj+j1Cqq2wdOSJjlJMeT1l++yrWHpJZNVg0gy7t56DZmPyJWHyQNmz97jnQ8e8vhkFX1qgo68mkhJpMe0MWdisD4mcTWmMTy8/zG7O1u8e3DGW1/6c3gb+Nzbn8cGye7uHpP5glSCznMe3L/PxtqQ4+ePGfd73NzdxIoeRiQYqRFKkhAn8aq24A1Jotja3WK+XGGM4fTglK3NbdbXNzu5cSBoiUoT0jSlGA66tK6aPM8wrgtyB9ZHY87beNA656KiL0QN6r37H7M7HjDKImflA7Qqp4qi5+5zHjtfh4r5zwpkiB5FEc83eN/ZvndQjusaKTp5uycKS4RLovhFqmgXj+oA68hJaiKi4H4cqv4TXD+JCmgbMN3h3wO+TiR2fwf4W0Ql0L8J/M/dTf5Z9/dvdf//t388/s+PbL3JeAAriWt99DY3bcT/Eo1VnRunlCRd4o4xhmAjjialJOkNwFSksgeuxZnmT5AtKni8UCSJjmNUJxnzdMt9oTvQpUD4uKwkpMQFj3RRlRMkICQugPxRNZF3SBWiT0vXGXgBIkT7Y3yFqevLQztNU9pgo1SzbUnSGKxi2iW5TKmNQScZooVeMo6+LOfnTKanDPqjTkKqcM50mKDEW48WEuMc5WqFlJL+YNBpnxUei20dO3tX+NZ3vs2Xfu5t5oua3/vm/0mWJLx85yXu378fn19c54LaPX9SRrfSQOxIQiBPFEW/T1EMaJuK4XjMdOqxbUtVVaDSqKCSisFwDSnidCRQIOOCnE577F3d5zd/8xtsbW/w137jr/LH73/EnVs3aU2Nx3F69oKtnX16aY9PP/2UTHhW9ZwrO5t8/MEHlG3D7s4OV/evUJmGzZM5r9y5xcHBM05n55wtPfPzkqAFyissnrpu6KmEtdGQr7z+BkeHh9SLp9y+epOPPpnygw/vM13+kCzLGPYgyxJMN7k4JZAyo6wM1196OW6CB9jNbvDB01PuffycIjjOFg0PT1vWisBiAsrXKA+Pnp/yy3/+i7jlKe3iGW/d3EC6Facrg10cUM1znLO0pWGJxppI5pu6YrawnE8WHLyoaIyltZ697QH5/l0+evaUoFMWeof7n0wYjAVlZelnmvXNDR4fnF4qwJyZ8f3VnDwrKEbXOFmU/Pzdl0j7Q5Ii4+TJfcTxAwY56FQhkwxjLKZrwoT0tI2JyrIAZVmSBkcCfOntm4gk5Y23XuLR40/Z2dxnMpnyyquvcXT8gjzPEbYi2MDV3U1WiyV3bt0mUYKyXsapVUPTWkRqEQoWZUmSJDRNQ91GGWSep6RpipaC5WIOCPqDAYvFgnJVUcvoMZbphNFogFLjaIIYDDhwQlDVNbbr2i94Pbrpf2tjG4XBhUDjFbXzNE2N8QpjP7N3ABGX1mw8yI0xF6cbvo02FHTyUGstSZJcnLGdbfRnV9x7irBRbI35bB/KxX/X+5++APzYQBghxOeJJG/UYsL/EEL4D4QQt/lMBvp94F8PITSdbPS/Ad4mdv5/N4Tw6b/sPoqN/fDKr/99ZBB/gthwzqGUxBuHMS1BSrQQOBfjDl3boqXCB0tdzqM7otTUdUlbr5D1OdZGjfugl+KtiRbEHS6H777i4+KF8PggsKaJSyJag4m4dwxSSVAqLqz0WDEYFtRlifUeqTKQnRRS2M52IW4vIgWSjiCyFYJ4ICoULhg2t3bJs4TFcslqMSNRA6QWbGyuYbwkzfpRpilzWiEZj8e0xrG+c4UsSdGpItOdRxDq0hojXh1R62ORqk3L2cELhBD84J3vcnZ6yM72Hq/cfonnzx+Ta4V3LfP5nNOj47hR3U0AFz5HEkhkl08aBL1eRj+PiWSmadnaXuPZ4yeEIFjMV10KhqKX5jgCWsat2iCiskFJHfchTIszLVev7fEbf+3X2dvb4fEnn6CyjGx8lbWNdd7/4COyVGOrGTQL1vOGZw8+4IMHJ5hO+aR1lD5qnXJ8PGEwKGjallkTjbSkSghBRaOwLsM1VZCHmqayrBfwtbevsqEN41HOoyl88vQ56+MBztbUZcP1K+soIdgcjzl6ccjxScX2/jpX1kdMz8/Z2xiS5ZK6dUxtyuOZoypb9oeBvVHKlY0NZDtlfn5CkihuXbuCL89pbEMtch4czFi6AasqTk+rehXhjeMzRqMxO1vrGNNwMqtRMmFtoPiVt29hV2d8+MFjWhF4eNQwsQovFWv9ISGsUM5zet7iBIyHOS+9+hZepCyXlu2r15HjbZZlRV0Znjy8z1e++Hl+49f/IotnH/FH3/4mv/tH73M2W/DSnVeoW8/ZZMJkMkfQkqhoCZIJSLXk9Zf32L9yBZ0P8Crjxq1X+eDjByzLFa+/9UWK/oCybGl9IEtSklSghaRtKrR3tEHhZMrm7hUql1AZhxUh2kJYHz+XMkpbnQs409Lr9QkCmrqlLEsmk1lEB0QkkYOMrrBZlpCK0CnbIvlaG2iQpIMNjo6OsK4lEZ5xliKFJQmOQkuskpwsHHML1ncwTYgYg9YpVdNgLNGHqjtfvXWX0lL47OuFsWUIkR+4kGdfyGoBZIjLYriAuUg/JC6J/e5/+x/9q58IVmzshzf+8r8dD//OjkH4qMiJI1tD6yyuk3+FELAh0EtTzudT6vmcopewOD2h7t4EvTRjcfIQ01Y440iUj26MUsYYtx/x2QAuyRUZoDV1JGR0irqo4j6QFj2QCRrDWCxpTRXNz5Ic41VnIufxLpJUurOIiPpoibENrqmRKkEKG/kAIQmdzr5pLb5tyIp10l5OqgWD0Tp5r8/J+YJl5XnzC5/n6tWrtF5GwqqTgPbyFESC5eINJi7tJ4QE03qUElSrmscPPqZpKuqy5PXX7qC15umjxzR1yenhC44On6OUwLXR4fDCuySS290bNZjufgKj0QjXNiilyLLAF954i+9+7x3KsmVe1uRpGqE8HZfLlL6Y+CKzLrRE0umbvUdLyxfffo0rV26zt7PNbH5O0c/5w3feY2vnCl/+wl3e+d4f8u4732dvXHD1yhrf/PZ9kKojxDXeBnwQ1MHGCcbHhbRF41EiINB4IVFKdMXaMxgM+Atv3+TjP/o2lYHdNUG/V7Bqo2SvUI5cS3q9gvJ8gfMt+5s9Uu9+gAAAIABJREFUXn3pGsMi4cXT57xz75zdPc3+1pCqamiUZhnWef/hIZXzjLThS3evoBrLl1/dorQLNooxw/UNVvMJtRpxNrc8ePyQwXAbKFis5hRJxXw+xzYtZW3Z2d1ikCnOZlMev1hR13BlJ+HGTo+re/s8m8DHz04Y7exxcnKGrRvWRylVaUh7muBaVnVDf7jBvIJlWXHntbcorrzOs+k5GSBVwrN736dXf8zXf+lLjIabHC9Kfud3v0NjQ8yQsHEqyZKYdLWzuUYu44G3vb1Ja2rKyrBz7QbjjW1kmnN8MicrRly/8yrD0RqrqqTfy+nlScyWEBopYoZu6RTOtqx8H5f1L/O8Q2cg5om8oLUWE2LkYlEU5EWBbVsmsxmu9VE14z1tFafvLNcUWqNVIOkMGMvKcFYajs8bVBoX9DIZGOeKIvEkXiH8irIsqcmoZUbpFT7EVD/rHU3VxtwSn1A2ZafciRJqISK8dNH4XBYBIfAuClV+1OBN/Qiv6H3A2jjlX1ixhBD4vf/uH/7/oQDshbtf/3fiwd9tvV5cl8sRFz7/3lOWFW3bIkJAJxItYDo5ZX52gneBot/D1A09scKZFusM2OoSq+tno+jI2XXGceTrlpiCwDnbLYDUDNK0s6AQZL0eUkq0DIzCjKpe0euNCdkAZM5yucQGT6K6jCUp0DLDS41UCu8MztTRQxyPJC6SVFXVScACXuQURcQqU9GwsbMXSecgWdu+znh3l/5gHZ0N2N/uMzk+YVlZVH8IIr18rkTUsRE6zDPTaZT6bW8z7GWYpuWDD9/nW7/z2+zv79NWNUJJJqdHNKslkthd+dB+9kJ1BSBaQjvwAqXiBy54y8Z4jZde2ufpo4ecT2Iwx+tvvcmH738YzeC8x4f4mJ25yCyIyq9o9CcQwXH35Vv89b/xaxweTnDO8fzRA+7cusr+zdtMp+e0Vcl8tSSVgr2NNb73gz/mG3/wPqYqCS5Ef6fQJV0JFTkQIPjo6BpVYPGwUEqzPhyxub3J/u1XUc2ML1/PefDgIdNG8/W//rf5z/7hf0i5WHFjDJmCNIEiEyRaRDjCZzx7Pmf/yhDXVjyfCaTIQBgWTYsSARnRBjbGCUmi+dzrd7kydDw7fMF+z7M1zlgfrvH0eE5dGb7y9tt8+4f3+PRgSq9IWVUt5+dLiixhfW3MbH7O3to6a7nBJ5JUSe7cfo3/5fd/SJ4pPrh/RpCwquDzr+1hg+V8ekqQfQC8WdHr5aS9HCElTdXw+S/9Jdxon9PSY+SAujGYyaf84iuadvKMb3zje5xYsAaCBi1SjBcx+zqTXN1eZzwo6Gc5s9mE8+kUETzDUY8kzVnb3GJj5zrTpWV9ewdUTkAjk4SXXrqBMQ1CKJQIDPNo3Dibr8jznPNQUBLzeovBKNp6ACIEZvN5hIDSDIhRo84YqlVJmmcsFyuEUFhraZ0lk5pskDFKU7QKtA5M1bA0nlnlaEUkjEMIpDqwkWsGvYRca6gXEY8XmloqKqNYGYl1ntoZZIDGuEtvoLiM6WND1nGLvvNA+hNnb/iM0L2YAH60ADgXOUcf/uT61+//9//Jv/oFoLe+F17++r91edDaEDHsNI1eF85GqWfV1LRN3AQMznM+OQYiT5BnCQpBXdcs5uekaUpqZri2xBhD2yyQhBjykg/jNiEK71bIqJKPoSidPasTklRLaNvLap2liiRNKVcLdvrwxhtvkRY93vn+e+ikH22GXUmaSPKsQPj4e6uQYIMniNhNX7D40keewXeeRngXTcNUDxskrq3o93ukiaIYrnPtzmsM1jZoaseLkzPGGztsbm4ThGcwGGGCRQZ5OekIqaPxVUcq22Cx1lPNp7Rty7X9Pda3Njg8OOA3/9n/ikg0KfDwwT0kkVsIIXw2ARC10SLEwpAmOUoLiv4QbxqE80hlwAXausEFiY91Aq8CPZ0jpMI6g7cO1ykklFJoGT+gWZZx6/Z1BIrDw0NSlfILv/zz/MIv/iKPHryPloKDkxlS5WyMCx5+8B3e+eN7zFuPMB7ZpTQ1bYW1EkM0CQsXNhzWUBQFL928TpZlmLZCoPjk08fREiMdszse8qXritAY7j97yqjXR9CyllTIEItAL9WUNnB0bjlawXJpyQrNdmK5ut3DO5i3gXG/h9YaITVN0zLeWKdaLkmFZXuc8tqdazFcJEhu377J9Ogx3hrS3ojnR6ccLxpOjk5595ND+sMBN19+i+/de4IOhkGu6IklZ0dLru/l/NqvfJ6TJx9yMl2xubHDcOc67z2eRt7AGE5PXnD96hVm0yNSpalMTdlqlM7J+2ucVoowuAKJIE8F+WCN3dQye/4BX355m0+eHPLx02OCFKzqluATQqfeCgK0lGwMC0xdMSwy+kUazc9Eznh7HyECvdEWr3/uLVZVoDE+WjsIzeTgKTdeukqaZXgX/ZiKoiDJ+qyvrbESQ5ZO0ziHDWDbwPlqTlEU7Ozs4H2ME51Oz6iqhta17Gxt8sn9B+R5j8FwGLlCqaKppLf0EtXJvSOPWHnNvDKUTl/i7T3t6etAkWt6WmPaZRc4JamdYG49WvdpnaVxBmsExjkQCbUx4OOkLDpfrBACtgt1D507wAU8e3FdcG4X/wH40BJcVAwFF6cK+OkLwM+GF5CIa1lCCnx32Fo8uquCl9bFztPr9QgBgoqyR2saQqfpLrKM9fU1dnd3ePHiBcIK0qSPDBXat+gkauaNlTgXzdhM0+CCJ42DJWiFlAkej/UCZwy6M4lrTANY+sMBbW+Db90/QgVJkQ5BOJSOOn9rLbNmSioFidZYFy1slQ7dwpePCUYteOVZG21G50j+L+7e9MnS7L7z+pzlWe+We1ZmZWXtVb2qtbTVUkuyJcs2WMAEY3uIIGKAgQgI5gXBn8DfMBAsAxMEvGKI8GDjnbElW3Zr6Vav6u6q7lq71tzz3rz3PvtzzuHFebJkEzBvYIixMqJeVEVGZuW9T57zW77fz9dHQi4tb1A7wYNHO9i2omgN7bxhNq+JB6f3vyPup+hYInVMIxyt892QN+h7YqBfYsO8KZ9dsHEaAZaT6YTvf//7TI+PaZqGcxsbICwP7/ix1F9LFHj2Ya317axzJHHA2toa0/kc03oWShBGnJycsH7uPLOpn8Fa12Baw6ypkEr5kAsflQRA1IHfDvcPqOuS8WTCd/7Nf5vvf/d7HO4+4enjByj1Db761deYzyY8+OM/BVHyR2/8CfV0gpIBoyjC6AqDYGvjDB/dvO15LUJ0rmuLNDVCacqi4PandzxWO/QcF6kUC4MUKSxbvTG/9uIV2jJnbXCWvNU8ePCA3qhPJLwktq0bEt3yd771OWIRcPOn75KVLbqFo+OCRuLJo6ZC4hj0Ar7+0mXassAshASij7LH6OqAhaDH48MD0vN9bj66z+G0ZZrV7M4lVkWkYY+tc8usLy4jA0UvUtBUiLpgUs158YWzrCwtsLOzw6inyU4MP/loh4Nin8wYWh/sxtqS95RorREq4MxwQG/BezSSpXX06pd4sjdnNh9jaFldO8OTD99Eu4o33v6Aw4MW1Q+pax8C5F9b+2xh6ZzAIAji0A8+JCysrLO6ssGZ7esMVrao6jnGwcJyimt9kJFEcf6la97Y1WT04oDRuTWECqmcYjweQ6qIkxEOxfLiMofHYwY2ZbSwwOTkmKqAvG6Qyj+jw16ftjGcv3CR4+PjLi7WI7xbqb2/JuhgbM5AINBFw8KwzzDso6Ugz3OqbN6hGCzWgetOg9ZZWinBtJ3KzXp2mdVIeAZeFM9IAj5p7Gc03lP1X2dLce5vTD5Of9d+dkT6XaXPlfx/L/989nX/legAls64i9/+9zj9wZwzaKGfZcO2pqatfRWjZNC55VrquqTIfIXfmJqmKP0tb70ELKlPMNYbQLLZMYoOERuAq1ucg6jX95v/psIZg9QhSS8GJEUx99AwfNX+6pdf5NNbd2hrRxgHfOHzn+P+ndvM8xotJeV0Qm0ar2AyBiX9DkNjsE4QxZo4jCiqCts6TOtoW3+hJGmAVj7Q/ODwhFYEbG5d4MzKItHCIsfHc6bTOb1ej2uXzjNc2+Sk9K+HkXiAtPOhLydHB9x4/31aa7j6wsusnll/xiVxAoQpSeKY2fGEPC9Z2Vhl9+Ej3n7zHfJ8hmpLnC39UrlTHPhqxD8rkgDrCuIwYmGxz+bmFtvbm9y9cYu7d2+zubnF3fuPfVqScDjjpbVOBUihUadaZ+EX8jIMcMagnUSEis0zm5RZjrElLzx3na987SsUteHGh+/TVnOUljgS5rMJH33wFsb5TieWGqs8z4hAMR5X6Cj1sliHTzETChVGHUq8JopCpNa03X5puLhA1Nb88nnBd371Ff6r//nPmDYgVEjgMpYjf9ElwvDNb36V0ob88Ifvsry6RJikbK8sgLDc+WyHum4p8z0W0pTcJtw5NBQtPH91iyovKPZ2CbRkZWubo8kYJSXbyw3GZCz117jyhdf5p7/3XfZ393nhS6+xu3vAvYePyPKSWBn6ieLC+SuoQHL49Cm6KRlPK9aHIKRiOEiowyF39yq21lKGUczBzn3/8xrBsBcSDpZJeyFRr8+0aIhVQhilnL/+Mp//0peZPbmLNDMe33qbdz74mJ8+OGaWtSSRl1AD1EYyLxuGiXfqR1rQCwRR5MFrjVMUjWa4vIEOHC9//hX+8o0fI6Xi6tWrzLKCjYUeWxcuEmlLGgekUcj+/i5HswZ0xMEMpkYgVMTi+hoLg0WSQQ+LZn9/Fx1Gz9y1y0urzKd++ZtlM/b29ijLEmstQSgRNiAdDRj2E/qhRluo24qT8YRGhlQiZG93n7r158XG2hpxIomEoyk8O6tyjlpImtpQ2Q4H3VqM8+NaJ7wzuqoKjHGEoUY7PwaujM8Q7pCXgA/sOR0D+Qvib35YU2EbPH6m2yvCz9EI6MK3//1nS5JTO/TphxTuWRdwahZr25a2Kimr3JMspaDf79NWMx7cu4dtakQxwTnjl0W28SAyUyN0jyAI/L6BFo0fxzhnsdZR1rXP64xC4mSAaWuk1CSxD69wtiGf7ZOkfYyxaK1I4thLMduasiyJNITa44+Dbt4npez0vJKqtrSNAyUZjQZI6X/2oijwq1uPVCZQhEHC+uY5LJKD8YSzW+fZvvYierDgpWK2pSkbwkB1bKOWfjpASV9FzKYZSRTRNAWi44sc7u3RtgYCycc//Qk7T3aQQF1UDNMUb0DxM3khRKfaoTPFBWjZUJQNSZLwi994nTd//H1ee+ULaJfz3o177I4zkAlRmjBMNHVZULYt9vTZdo4gUGxtbvjRlzU8fbpL1TTEaYKS4GrL1csX+cVvf53FXkCUJhwdHJJlGdPJlLs3PyafTVhZ3+TT+49YW1sjDEMO9w69GUiFtMLnG58+P9b41xxjn42GZMeJaiof8L4wGhHJlm+8/iVuv/sDtHK0ji7HwLObtBMsLo1YXl4iLwseP9qhMIZi3pIME7LMV28LSUApQ1CaJAkxIgCnSGJFNn7EP/xP/gF/8Yf/O+PHT9kawcLqIkvrm+TFFKN6zI3mw48f8tlRAU4Qpwkby6u0+RHXz5/l5oPPyPOSadFQ1IK19VXq6TFaCpx0uLIFBb1Y8cpLV9l59ADT+rEmOqA/GjJuBCZZZ/vci5TFlJdevEw02qKuSw73j6iyKYkome3dY3k0ZHn9DKOVdYSQvPFXP+a9D36Ko/I7Oa1JtCNSisEwIe0NWFnb8Lx+57j/+JDXv/Y10BFF5pekTWNYW1mmrCvSwKBdw+7Tp+ioTzRaoYmWKGpLaSEerpL2RwyHQx7t75DNC8ZHR15ZLzS7+8dc2N5ibeOMl4Hm/nzoxQmhBOtanPWxqsJ5YUgSBKA15cmUrFVMW0c+n3mmVic3T+IIrQIf6C4ceWkoqwZraqyKsOoULR9jrKBqPFXUOeNjJoXwbC1naLquxwmPInfO+O/118QWPmu7SxBpWxrb+HS5QFPVHjuvlOKt3/4vf34uAOiCXJwj0sGzQxPrCKKQ1tQ0eUljDVEUkaYxTVtgG0ukJa41PPnsLq4pAMj27mGNxyDrOCbQGmsNUsVICaZpMdWEOAihbbEI0n6POF3oguq98sKawvOBdOSNHbYGV+OsJEpihIAkjmnKCbZtEdKhgwgl/QjrVGJqTEPb+hAKK6zHBUQBVW2pW4sOfM7wqaZY6Ijl1VVUlHoDSWuJen3S/oAz25fIrCIIIn+ZWUNVFdhnFyidY9ER9VIWej2vAioqprMZZV5y97PbPH34mFE/4nMvXiXt9fju//HnVLMjn57Gz+Rqp0sppwzKhLzw0kUeP9qjqEqacs4gDaGu2Fgb8WhvQm0FZZfP6toKIUAIf9jq7msr6RktQniVgzCGpbPbLC0tcXw8QbqS1157jZdfeo40jdnZ2ePChQvM53OEaWnLHFuc8OO33uKHP/mAJAhpbOP18mWFlRIjNCoIMR2HqbHG738ctMKxfnaLXq/HYNTn8vlz7D7doa4N9+7cpx+HjJo9pM0xSoDz4TJIwXRe0BpvAooCb5ITQhJI32GIak4YKNaHC/QWUpRqCFxFNsvJioK2hHiYcu36C2xtb9PmUxI7ZXx4xF7WkAzWKE3D3v4+N2/uUAWKpVFMFGpiQpp8yvKoz+dffZn3PrwBbcFyP+TocEykLUoKykby8QEYK+gHktbUDJIIrRyh9qbKM+ev0l/dYv3yK6ysn6XfTynKnNYEHB0d0BhLXpbQzOm1GaLO+OTmB+wcZIynJ6ytb5CmMXkxJ59nKCXBtpi29EFARtI0hnleAoLBwojWSoI0xklFkdegJP/Rv/tbLC4tkZ+MefrwPlGokf1Vhmeu8snjQ6ZZjtZw8dI1irpGSklW5AgCkqTH7ds3SQZD4mjApSuX+einH/LprZsMBwuUZclo0CMJNWlviBYt/cgzxcKueEMEtMZQOsgKw+E0x+FZ/5VtGaQ9+v0+m8MIWxccNaH3ErQVFQrb+uK0bE9F05Ki6mSgUoD1iBlrbZeJ7dPxTsGMUsqf0YG7C0MJ90yoYpraS0mVoG1ASC/0eOt/+29+Pi6AS7/8H3jeTtt6pyw+53NycExvscfq6qpP/2o6zW/dIGiZnhzTVg3Z/ARrLbGUyDb3o6P5Hk2dewlnMkDqGBVoD5DCoSUU+QxpTWewaAnDmHlZdDpjH36itURgUPgKXjqHrSsa5+epg35K0osppsde4SO8OkQK76aVHUGwscZbuTuzibWeKNoan/WZJDEQI7AYoZnVhjCOScKExaUBgsAH26sYqRXb114kDH0Gr++cTh+Ylge37hD3UhaXF1lbXUcqX4EoBCoOQUny2ZQ/+t0/IDs5JtEwnc+Itaaty2eL2bwpu2BqnsGoPPSqINAJTkAoDIlyDPoJcSh5uLOP0CG18VkEqlNcCRX63YuUXnrXEVmDKPJVmbX0kj5NW/Ebf++3iCPNwf4xl65cJE1CrIWnTx6x9+QhobJ88XMvceOjj/nu975PVnmLvHVQNV7b72NGfQVnrcW2hhqLlr4QaFtf2WMdKvJSVS18ylcURegqYzms0RGAJgw1UnlESS+NUTL0gURlQRJKIkpeubSBEBWTuWGatfSikLtPj1BBzG/+xnf4kz/+58zzhjQZ8hvf/go9UXJ0vMf+rODs9nXOvfAKH3zwIYeP7oHSHM4LstLy+S++TNJfZTzLePetH3PvwW1GqebC2gpJ7EPoB4HvNL98ZYW8qcjNgPeOIt5+9z1cVWCtZXN1kcEwIc+mUM64+AvfIhyuceuzXeqiZmH5DCoUaBGy2I/Z2DhLtLREUReYIsOZnGJyzI//8s8o5gWz2QypetR1TRQr2rZhECvSUPPVr36NjXPnOXN2Cx2F3Llzh5++8wE6CHn51VdR8YAWSRSnTHZ3CQPJydE+wyRgdXmFu0cFNx4cUJiA9Y2zgGV9fZ2FpWVmRY4f0xY8ePQZvaTP6uoag/6IJ08fEYUJDx8/eCb2GI76KGdoa2/iW18c0NQ1QvhRrSAgb2taI5k1MMtrHAqhJKFSxHFIoBTLMbRFxsQNKJwD21Abg2n9qLi2itZYkIrGGJwxvvjoAqOapunQ7J3vqPUFrw6DZ+eh7HwJp2ezByK3GNtiWu8gxvri+M3f+Xm4AJY23dV//T/GtDW2aXAYz2rXmij2oeKz2YxAR15N09S0ZUEoLdI1OGPJy4Iiy30VXGU+TD47ANu1uzLECkXrbCdntARSEYYRssvrtMbP/KRWeNacvxhU4HW+dVOiEARaMUg0cZxSFAVW+oqyLCfgDDrsEcchznoMhRCOlaVlatdweHjsvzYaDORNRaBCAik8klkHnl+kJOFwkdFokaYsmI3HBHHMxrltNrevosOAnYND0iTp+OgeW6u1ZjDoESkv//QdFezt7zMcpKwsrnA4PvZ5xlJx4/33mR/u42xD3O9xsPPUpzF1DmstAWc5jbW3NDirnkkpsY61xSHrq0uM9/bI8xm/+CvfZmNrk3/yX/8PuFAhZEiUpERxirE183mGM34/opQi0gqpBHHU4/r182xtn2U6z/nhjz7k/IVzvP76V9jYXEE4KOZjPvjhX/IXf/F9hv2EL37hVYQQfO9HH/gFvzE0jd85QJeLLH2ARpxECCGYz+fPlnHi1BMiJLGEusr54tVVPrcR07Ythyctd/e8HLUxLVoq1tZWubTep85mTPOcohXeFWosuwdTolAyz1qC4HS8ZGkcDHp9LqwOOb+9zu6TB5w/t8Vz184CKc7BLJ8T5/voNuOzY8OHn41pgpjZNCfQEWc3VqiKGdcvniUrMy5euM7OpOTGe2/zeO+AR9OKfqQ4u9Qj1oLjeUlhImZVQdA2rA8S0lShXMNgNOTK5W2O5hFr25fZ3LqEjmOe7D5lPDlgdfUsS6licrjHUW5IQ8WFC+cJtA8TksIQ6YjFlWUe3L/NJ5/c5Ic//BGDICBRDq1bUDFxb4mNc+eQoaLMa46Pj2lqx8LKKuloncHKKteuPcd4fMRCmqDbOUU+JtWasreF6K3RSo2hxbaGnad77I7nVI3v5Ea9lHPnt72jvsrZ29tnZ2eHKExIejGXL18mDGPvRZSObDalKXKKco724X201ss0i7zGyJhWd+Nc52md0tR+f6A0o1jSlgUzYkrhC4C29uOvFkHVONwpqtoJbNtS1zWtpZtmtFQtf0MG6h/Vn3kCgi6/20j8st05EC0472dpuzGWMYZ3f/e/+9t/AcSLZ9z5X/kPEcb5Gb0QBEGIDBRVXj4bP9R19SwD2DUF2fiAqjhBqxjnXDfiqXFNRdsUqOkhQvg2bLSwSEuA6fYM1BW2aUFJjBVI5w+9QGl06CtG0zqs8hW1s+0zmaLWilQFzOdTLp7f4Hh84Hn8VeZJpSoh7DAVgXDkZY2Qjjjpkw6WqRuDVQmaABUpkiBCacn0ZMbR5ICqyCGM0f11zp3fRgqNFg35vKC1DcO1LdbWVjjY3yVUGhUGrC4tU1uPpBNSEnVySNEpNNLUH2jZLGf/YJcLFy4QxxGBEpwc7PHTd97k5s1PvTFNePVCfzhgcXHkqY/GEicRh0dHHO8f+Nlmtzv5pddf5YXnL3Lzo5sMB33eef+nZG1LkddkRU6SLKC1Jk5CtFScnIz9U28kMvDMFdeWfOGLX+Tv/NZvMZ1O+asfvMmnn37KF1/5PC+8eI3l5UWWFhd5eOtj7t34CYHSvP/eO5y/cInd/QPu7WYo4SV4VdWZ1IR9Nt+Hn5Fm6ebObduipMYIidKCvlZgCvqBIRaGjc1ldg4LAp8wjlfyK6wUDMKQeVGSF4VHTLuAxggKq7Bd3J8UvqAYpAGjfsTqsM/O4yfIQHJpe5uvvvpldGKw8xltdsSd2zfYXFniZDbjJ58ckYUrqEDTE4K1tSG2zmjKGdPxCfFoge3NDdaXV3n77bcp6obh0hKTo33ixrGYQA3MWoGIIqTQFJUPS5IYtFQgaowbkYwGbJ7dYu+kYPdwxrRsiMOA0OQsRJJxUfHal15lc73Pwc5T3nrnIzKnSYMYFUEvThgNUzY2NjjY2+Vo5xFVPkPqECMUBoVTin4cUzYlJ9OMKBywtHGeRzu7LA4X+NLL1wiEZW2xx8IgoZeE3NotUb0VDsZjTLzI3c8eIZwjXlxja/sCUmr6/ZTZbEZdlty48VNoHQsry/TTHmtrZxDKekNemXP/7i2G/R5pGJEmIUmSMIoUthwjdEhWK2oRUlnNOMv9uSAlytakcYjUIVGgsE3FrFXMG49lToMEIbz/pjACHYQIoaiqqkNOdGNUa31HcHqu0PGCXPuzcTeg/5qP5TRC1u/e/HN8mundWsM7/+znoAOIF9bduW/+/b8hg1LKuzpPD2nwLIqyyJAO4kjx+M6nzOfHGKNAaeKkz9LqIsM4YHJ0gDl6SpafMJ/OkAEoIZEIQuWD36WUOCmwIkSJn93AMvDRjoBfykrnMRPgWfrOEuuKK1cuEQhHGEbcu3fPpy05gVNRd5B6bXRVO88TIqC1AhWEYD1GIegNaNsaa73GPkn7hNqidEgyXOLhw8c0jaGuS4b9AVGvz/K5i1y4eBkpJVEUgRR+gdm9fkqCxnSLZV/mKNUhIoD5fMZg4L0Qdz65ydN7tzl48oSmWyz10iHD0YBz29s8vn+LIs+YTCY0jVdA+Dm+RAcSiyYRjiSJSPpLXLr+Ivu79yiy0ofPGMf+4Rhja5pijpQ8M/GcoqylcGANOtK8/vo3qa3g6HjGhfNnOHfuIjqwzMcHDIdD0giGoePtH73BzU8/IdA9aut4sjfzuA3bUFSmm8kLnOgkcxJE657hMMIwpKoq78omwrgaJSGkZLEfs7AwRCcJJ4cTAmewpkUr//92VnJwVGIUBIE3AblutyyF9tZ+4RPWkqRHFCr6gWFlENHvDUgGS9y7dw+bFzx3/RxnV0ecWVvkaJKxs/t9olqYAAAgAElEQVSES9eu8sH7N7mzc4iIR5jshMk0p2kdOtQs9iMWFlKev7BBdXLM/UdPOlZRhFaGly5f4GQyI2sdH99+xNLSAirosXNwhFYCYSqsaTiNJB0tLRImSzTBKr3FdeJBSp3PmB/vMt9/ytEspy0KesMev/ALX2B5dYOPPrnD/tNH7O0fYlqFlE13wRoSDUmg0EHsF6HCp/MFQUAQJaRxzJmz2wxW13n+5S9w9859Hn7yNrYskKYi0YL5fMpo8QwuHjBaWqaK17n18JA47SH6S0wmx9TGEmnF7s4Oo/4AoSXD3oiiLsimU4qiYHt7myAIieMUY2q0ckRCkYaGOIhxtqAfaYSUZG3I0bxi73hKPFx85ixP48in0UURwtRk+ZSm1bRSUluLVjHGQkvb7RK6UU/txSNI73QPgoCy9EpFpPaYaEcX/u5wwo9ET88OZ/0YSAqBOI2UdQ7XgTKxhrd+9x//7fcBOAd1VqBD7Zk3+M23qf1DJVxAoATWWbLZmGw2JU1iNs+uEYZb6DBGSO+W3HnykMOnY1yZgW2J0wXOrG4RaRDS0ZY57fEBhctxrkMlOIORGqxDSE0QRt2BaUmdj2I0mG5ubBEYGif46U9vMRgtkPb71C6gaWvAYV1DY71rVoYR57YvePt4UXj0Li2OGiMETdliCHyghFNEsWI0WqDMZ3x260N/USEIsDTzkiiWDANNU+SouEc1n/kkL+1HZlopX31qfxkI63CuZpo1CGmRxtM833/nPe7evUs+OyFVjjiOfMxha2lNQ5ZlPHr4kKePH4D1FYo6heQ5h1MhbWOx0rCyucne3h7T7JD92fvUxYTlYUwoBecvXeTWzY8QSiKt7xrocBLWGHQQcOXyBVZWlggCxcHBAY+f7pDlLXWTceHCFZo8R0rLsB/5JWgS8PzLX0b1Fvnk01sUkxnGKZwpQRgC5ZeyDkVjO/206fIcnOX5559/pgy6e/cx/d4iz3/hRZ6/fpGP33+bYrxDM5twMp9hjaANJEurq4i6pC0zwkihpI8bNQ4CDY4Yay2TuUGIAIuixiJaR2MqqC2XNs+wvJgynR5jy2N0FLG4sohe3uJHdx4zGo146et/lw9u3OHPbx7zjddeYTqf8GByzGGToLTE1hUnexOGmeHOZzPiOAQG2JMGJ2rA8sHOZ2RZRtu2DIdD9g8MWs5IoqSTI4Z+dl3nXLx4levXL5P0l7FLV8nKiqIYc7JX84XnvsaZlUXe+Kvv8YMfvMnhwRH/7Pe+y7AfA96/8dprX2UyPuL4+JiDgwNMXdM6Ta0EURjgqoq6KnFKUpUtodG88MLLnOQFO7c/4813P6I/iLm2fZbs+IDnrlxkNBrx5PE+RVWSNfBo75hC1gTxEJ2mHI6PwDk211ap64qLX36N8dgDh7NO7rm8tkocasqiZmFh4ZkMdN601O2cucsYJSlRr4dwKaGOKFpLYQ2V04QIhHM0VcmsKnHSEeQB0hREgSbUEmMsidKgBI1pAAnOQyCllF7s4Hzmt3OS42xCFAS+sMV31RKBwD9LpypHgqCDjAqPcrcA3m/RWoM0XRDO/wc46H8lOoBotOY2vvr30DpA6hCkwxoDxtLr9cjzjLqsSXoJmIK2rMnyGabKKIqKUFkmu4+RwuvBhfGoBZDPtutKCYJAE0mDzqYUbYFuLFYHONcyPPcCToe0dUlxso9rym5xqX2Or5Bk5RwtJcoJbF11b4DFiZJepAgEfukZRIjuFldCooWGxtBEA2wcYV2LMi3WSZQK6C9tM1xcYjgcMt6/w+7jR5iqYHJyyPLaKguDIVmWMZ/nWBGyuLbNaG2LoD9EK8VwOGSYBh0jyVLlGXEUAY6qqhDCMVpYpmlriumc8XhMUdQkScL777yJMxVxpIlGQ/LJlJP9JyjXImWIlraTPspuWNmZWrpuw2HYWPFegMlkSm4CTGuhzdhcP8PDh58xm82wSiAIEKbtTDICJSOCUBAnPbbPX+HBgwfeFRkoBoMeX//617l06QK7e4/ZXl+kqEvmkzEfvPse44MjnGm48tLnwNb84C9/Qu1qvvOvfZP79x5zeDzmyc4+rTutcbwXABwLo1WMMUynU5L+iHlesLZ5lrX1FUyVcffG+6wP/H5IeFoYxkoiN8M1DZPcoEJNqCPSwLKW1B02Q5KVlkanTPOKk9pQlWBcQBIlbC4PMGZOU8xREn7lV77FCy+9yNnFBeJeytOnhzyZwff+6k1u3LpN3Mx5/dWXGC5v8If//Pep65raejOSNQ4pNY3z3KcAiXSNX9O7ilEvJo4jhsOIOIwoaziZlZxZHvDc5U20sESiYbi87UdlIuHdOzu89tVvEKeOtcVl3n7zz3jjT/+AtrUooHbaO9V1yIWzSxydTGkrx87+DOEsw9SPI3tJzGCQMOj1GQwGxHGMCiXbW1cJ+8vUraCuW44rwbnzW6RRzdbmRQJp2H38sKP7GpLhCjLq0QrDSRUwMwojQppiymw2A+Fo6pw7dx9gG4jThK3tywz7CXEvpCpyDg4OuvfP/y5Ox4dY2xKnCYP+iCiKiPsLHE2OONzbJytaeotrxNrQNA22bVgJWoIkoZ0XtMrQ1iXzRlG0FqFSz/DCUVsHbYMR0qNAQu1hlgKs8d2RbT1mxgjvAMaeFhICLX2BpXUXX+skxnpsucRhnZdRB8IrGJ2Ad37/n/ztHwEli+vu3C/+O4D0KVEduMk5x8nJFCU8SjlOQrLZHKkVcaDQtqKcnjA52qHNpkjpjWNR0FH0pGfhWGv9IqbyrW/UxbkFUmGlN2SIMPXL5mzuUQ5BiJMO21ikgiTuUZU5zrS0psZZRT+N+da3XuPdt35IEMQ44Tc3UT9l78lj384hcSr2F5Hq5nfWIpQCNLZpKS3UbRcy3db0lxfoD0YMBgPKsqZxljyrGI1GLKwus7K+TW9hmVnRUJUNSlhCTYfOsNimRiuFkgFB6Mc/0+mUydER4+NjPvn0U8IgQNoGZWvW1lZYWlpCRAnlLOeDd99CC0sXTvQMBWFM07FNZKeflzipWBlFjEYjxpMZlfFjOykMwlisrWms7550l2sE3tmohCPpDSlah5AhvZ5nIC2trXPp2nWcsBzs7/D81UtcvrDB3u5T3nvrbSaTKW3dMD46YjYbkyYxF69eZ3l5mY2NdfaPj9jf3eH+vcdM514SHAQRgY6QWtA2Dc61KBWyfv46g8GIg/ERg8EAsFSTPeZPb/uWXyica3DOjw77cUqSRp07tKUucwDqqqWqDA1e0RWlMQ5Fi8JYweRoRl1kbKykpMMRX//6L2LyQ+7d/oStzbOkYUBfFiRhhCXEtjmjcxfZOZ7z3tvvMm/h5OSEsrVUJsTZBhC0KvCKEGsIxCklrCGJApIk9pA+2TDqRZzb2uDatWtcfe4Vkv4yR+NDxk/vMz3aozEWl6zR7w9JkognT3aIAsHl81ukw4SmUfzB7/8O9z+7Q1YaitaxPFxmeWWB7e0L3Ll1m+n8BEFIFArqcu7zc5XAWjzSXWhaERHoHmsbZwh7q8SRpigPuHrpKr/01S+QTTOi/pCsEezu7rJ/OCWXmnlWM1hap5Zehrm1tUXS7/llqWlo25an+0ccH06IopDNzU0GvQCpBFVZY4WkKhvqck5RVDTG4drSXwxB5Mc9OIQOKYuW6XQficYJR187kiRBWMMwbBmEIYVOmVaKw5MZR7OM1noYnHCSrCyoioqk10cIT0gVSj4DWzrnOqCdQXUSUGMMtkv5DULl89A738DpeOiUhSadx7oESvGT3/lv//ZfAOFw1a1/5e961U+YPCN+GmPo9Xpe619XaKnY399nnmfYskA0Ga7McXVOU+ceuuXMMxzyz2h7jlB19ioBTiZYU+JaR9PNiKUzncJHMlhZQ4YhOEt2MqEuC1rrPK5BaBwtyiqU8Ld5kkYo5fX+Au8q1EbiqP2oQQrfRShJoP0BeeqK1aHCGUlrG5qq9c5BIoLBkI3zl0mSCKkSjE5xztEfxKRRTH9phayoacqSOI7p9xKvXDA+S1ngVTrOOI6Ojnh07zPKuuT6C88z6CVIHG/+4A1mR08p5z6Evb90hqWVszz57BZlNfMPbzcqsdY+4xh5G7siTRLCOGCWVX60gM9SPT486N5LjXKOqjY01rfIodIYaVG1V0eEwxEyTEjCBB+JEXHh2iXObJ3j+euXKYsCa2oOnzxh98kD7t69y/rGBnEckyQhD+/dpylnyCBl68IlonDAxzfe4+TkGGcttvMiCCkJg8B7QrrxnnWO3IW89vXXaVtJWdZo7Zd+avqQw/09qqqhbWtM0xBHqW/JXWfSE9azjpRPW3PCq8XysiCQIFzDeNbS70VsbGzw4nNXUQI++PgGO08PWY4afvVbX6F2irquqMePeenaBXYOjrl1+ykfP55iOqUUOibqOuQ4CRiPj/yIAokVEtqaUDQM0h5CK5qypqoahr2EwOZcvrDBF159hclJxuLGNaxKUEFE7Bqa8oReFDDLG5wKEUKiAsftTz7i6ZNdyipndWWdr3/tazhqvvu9v+Dm7bvkmc/o1UHsTUunvgthEDQo26CdoLItte2WmgiEjD22vQ1omwrTFDx/ZZtXX7qIrTKqbMqTh/e4+srXWL3wHGGo2ckkK+evY3XKO+99yL179/x7Eof0ewllWSBVyCuf+xLnLl5kNpvx+MEdPrlxkzRNuXz1CnE6JE4Tsi4jo84z2ramaQxJr0cQRM9Q7vcfPaUqfZ7FoJ8QKEcsQyIKtLC0QUrtAsalIa89/M0BQmhQEEcp8+nUny1SUpfVM9IxQN1ahDRI45H0WmufJSBA4uMum6bBucb7ioTGGENVVSgZPMPmv/97PwcqoGi46i798t/HuBZj/Hy47VqlMNLUdYmtK3pJHymMfyFdS5uNqWYn7D76jEjUp7tiL2GsTimWPnxcRzGcUie7F1PZtotp6xCHQBAlVKYBPNsjkAG2q3ZtWyLwl9LyMCabnTDPG+/2lQ0iiDv+v8SWFZIWH+XsN4RKBqhA44xPM2s7sNNpDGYUxWRO0h+usnXlKlJFnBwfkWcNeWNZWuizdu6cXywJRVGVAGgV+mjIUBEHGh0ECCx1kXN8dETbtmysrZMOep4D4xqy2ZyD/R0+fPuHFPkcaSVKxggVcuXaOcos5/6923/DkY0z3QMqCNOEXtwj7cUcH44pqjmLg0Wef/l59nf3mM5nTMcT+oMB2Szv+Ef4IHFrubC1yfMvvoAL+7z/7lucHB8SKEU4WOXS1edIh336S2sI64iiBFMV/OgHf46rZoz6PdY31jmzuY4SkvzkiI9ufMzJZM7u/hilY5LU73Sqqu0UFT6f4XTOqrVGyYgCRb8/ZLi0wHyWs7iyzOHjh4jZY4IOReJznwx5XXUteohWAU1dUdUNjYoAHxT0+jd/zf/y1hVJ5Lh0/gJ12/DowWPu37xFdvQYKRyDwTIvfv5zXLp0BvQqIgw5fnSbvd2HtBaUjvjk9k3G4zG9QZ/jqUVLRaAgoCYrPZjOKoFDkFDTExU61CyN+lgRsnF2i7WlTapsl3v3PsE6R9sodP8MycI6F8+fJ0pDQtvw4N4nzObHuKDH9sVLTA6esLCwyOqZbfqLA8YHO/zJH3+XuqpYXR5x9aVXGR8csPPwMbP5mLLMvTtfxwg0wrUoYYi1wDpB3lSeTqu80CDQIefOnuXX/41/i3Swwt7dT/n4/bc5OwTKGZe2z7HTLnJQdAKGMOY486OXg8x59lQguXz5Mtlsim0r8qqiyCukigiCmLPbm/T6EQe7e0zGc5zwi9dAaRYX0p+p+6oWGQacXR1g6pqybKjDlLK2ZLMMJR1RoIhCTwNNtEUka+xnFfNaEGkPl8vrhtm86FK8An/AS1BC05gaIVTnN/JWz9b5pEFrbVc8SZzSNFXd+Y/0s1m/1pJA+byNeenVRWEY8tEf/UseAXUBL38JRPil8W875/4LIcT/BPwScNJ96j9wzr0vvBTlHwHfAfLu39/9F30PPVhxy1/+DYSTXqYmPaYXHAGy08waJD4A2rN9cqZ7D2lmx2hhELZFY9DCdr/4Rae7rb0cTcaIIPEZo8L5YYRUGOcPmCTpEYqWajZmPj/BtCVCNFjrUQJSaIIkQUqNFI5IanSgmE1mXUiKYW3k6ZJlGxKH3W3vGso8p25sp0ixndHLR72ppE8YDoiSPteuXOLYpcznU6oypzx4hG5zYq2QwxVkkCKDBCcUIvTGJG9ygl46IO6nYA1hoLzhSykaa0ij2KuXAKygNRXTyTFv/vAH5OMx8rSyDxI2z54nCR07T+6TnRQgWo+qdhapA5yxNKZmmKYkacBsmtHKmLZxhMkQ8Fz9r3zjqzx48ID8ZMx0/ylNnfkdRd0wn89RYcTq1hYbWxfY391hcriPFI7NjXNcf+VzLC2tUNuGk/GUpsqojw7Z3loiHS0ge0ucWV9HRglCCdrshM9u3uLjT++xs7ODci1pGjOdTfx8tkuLaxpDHIcsb16iMS1NXTIZTwnTlLJouHr9eYIoJhAWm++x89l9ppNDtJZEOkDTdh2A9eZAK6jaljJraCyoKKQyYHEoIhQB0KJMhsMSBAFxKFFYhmmCjiPyYkpRhpRtw8ZiwkuXtlGh4q2Pb9MfLLG385Q4Cnn5+efY3XsMGJYisDpkMik5qQW7M2/yirRPi+pHCmkbFhYWPNCsbbBG0jrBpUsXSWOJEo4oSRj1Fzk+PsSWJYOFAaOldaLRIsFwjV7cY3/3Ce+/8xbWtowGQ1564TmGo4jjkylZXrO7u8ve46fU5ZRBFFBlGYujEemwxyuvfR2lFEVZQ+DYPHueJ/sT7j/cY3x8yKXLVzl79ixra2s+ElYJTNPSFnOUs5goRgYpf/XGj/nwxn0ePdojHg759q99my+++iUWllZxTnD//n3u37pDawqyrCSQEhloHjx6yMPPHqIQaK3Y2jjDaHFI4Bwbq0POnllHa40MIyqreXw44WD/mLzMaIzACkV/YUQUxEgFgQw80qQocK7FCoVRcXeQdrh6EVLXLUWVUxSdakwIRBATSOXZZM7DKz38C79gFn5h3LQtFoUSFtUVhtZajKsRxsdAxjpACIcSkrd+77//l34BCKDnnJsLT396A/jPgf8U+APn3G//Xz7/O8B/hr8AXgP+kXPutX/R9whH6275y78JdKHrgX4GH1MOnPRoA0HrF6HG2/htPqWZHnllT1MQSofs9LKOxrO7jUEEKeFw1eu1+Vmb7qoKHfqtfFtXiLZGtjVO+jY/DDXxYBkVpQRKo5TAtSVNkZHnpU//6hQtSmnC0Qoi6iNsST09QZUTpKgQWlFXFqlCRBexKOMEpWPCaEAYe9VRGIZMJydkdelDLqqShf6Afr9Pf2GR1kqKuqU/HHLx2jWKbILEY59RGmMtWil0FHolUOdwdDRooRHCkE1y7n92m+mJl3U+f/05DveesL+zy3Btk7WVVR4/vEddFVR5Raw8+TIvC8I4JYwTEq2xrqbMK+b5jJaAX3jtiywtrFK0LY+e7HG0/xRb1wx6KbItqasZbdmAgo2NDZxOmNcVRdmST6eU2ZTFQcxgcYVXv/I6v/Dal8nrxo+e2pr3f/injPoRV688R29hDesEhVPsH0wYH+5y+/4Bk8M98mJGmReYds6g10drydHRkX/N8Tb7ViUMFxZZWloiDDXHx1N2d3dJ05ThcEiSJARKcu7MgETD/tNHPHmyg6tOOg22YWVpARVEJJFiEBisGiKl5Gh8yGQ8ZTavyCtHEMd87qXrBEHA3t4e2eQQrRxXLmyzNoqo2oY7D8YczwqE80bDX/317/BkkvPw0/fpBYJ2ekJlQsI44kuvXERMx2RNQ15r3r53yNOpj0lMgwAhwZQzNHjctgz8XFlrktQHpvcjRyBAxZpAaeIw5OzGJsOFIVmWg4poWrh04QqDfsKD+7cZn8zY23nCfJqhkoCXXv91rl3YZnV9yNHBPk/u3mG8/4RbN248O7RWzmyyur7Cue2rbJ2/SGMcjdKUtaE/GBAGAXEQ8nRvlycPdojSiIXhkNFgCEIh0wGj1WWMaUj6I4oi48G9u/zT//X3idIBL33+i2xubTNcGKCMozFz5rOSti59SpjwCYHT6ZTp8RH90J8rsYBRX6GlRVuoTMtB3lJEZzDWce78RXSomE7n5HlJlmUIrdBOgK1pKo95d2hapZ455K0BFwQ0ja/qVRBgOjlobgRVlhOlMVpCWzedkdJzPsNO+1+1DVYFaBwC1wEYJc41z3YAynnSqpSS9/7wf/z/bwQkhEjxF8A/7P78310A/xj4C+fc/9L9/VPgm865nf+nrxsO19zSl3/Tp3BJ3XF0pB8JNZamKmmKHKEkqlumeGyEocmOMVUBpkTaBi0Fy4uL7O88oq8lOgyonEYnPYzxc3FpDUWR0dYNOK+UUYBULcq2xEkPEQQIochrg7EOZyDShjbPcbai11+ktcYvo0O/7MtrT1nUZLSNQpETihY1GFLXHjpn2tLnAcgAZz1TXlrf3VggwUDo575hb8Tq+jlvVitnHI1nWAuraxtsX7kEwiA6gEjjvFonkAFhEmOMoyjLLhXMMj6aUM3n1HXL2Y11okgzzeY8vHeftizY3X3K6uY5JJIin9FUBVXVENgK4RpUEBGqkNbZZ4EzZVkyXFxg7fILCCxV1SFsXUNIji1mzMcn5PMTnG07PIZ/qPNGkhceliUDhTA162eWuXj5S1x++UViLRktDHwwjhas9wS3b99m7+FD5idTwt4C43mJDBPCWPHJ/R2OjsZUeUG/P6DXj5GuQXZxn6ZumGY5dX6CjRYo64IyLwiCoJMaS5JIYa3xrPhIkESp183LlmpeEtgc4RtHisJipURJRyItVe2VHCPZMCshCMFpzbzw0DmNwSJQwi/rr125whdfuoISloW1NQhDJpNjeqM1+gub3N+b8M4bf86jO7dQTc7qYsxs1mLqnO2VGKs1jVXsjGtOjJcKK2NoHCwtLHQXnvPyRxyR0iRJQl3NGfV90SMDL7oYjBb45i/9CouLi3z04QdMDg/Q2u9rtJKUZY4MU+I44PjwkKJ23H70iKpqmc9n9Pt9epGmF3q9exSExGlE3TriOGVpaZPJNCeIE0hTVNjjwsXz9HsRbVFweHzEeHzC4soy/ViTaMHx0QS9fJbVjYtEaUIv8Xu2k3mGE5p7D3dwVvLhhx+zsLxAIBUXLp9naXHdR0sG/yd3bxJr65qfd/3e5mtXv/t9+nvOuefeqrKrcVWwcZRUsGS6xAMEI2ZMIgYMEcmMISAhISGYMEERA8AMGNBIdmIrFUiiOLZTrqrr29Tp293v1X3t2zF4v3OqZAkGWLbsrNm90tnn7LXW977/5nl+jwChSaXEmI716pp+U/Pq9XN8XbNdnRFMT6oCN27fpq57fnJq6a0lT1O8VCRpQZpHMKJOJMrHIkooSdN0BJHgcfR2gLgJj1A5eV5SjEZst23cMQRPbyBNFE3TYLsudpLDKCh4j/MxHF5pHQOkRGRjvc8ECMHEfaLzUUQSPFprfvh//vd/9heAiAGzfwA8BP7bEMLfGUZA/yrQAb8D/N0QM4H/d+A/DyH838Of/R3g74QQfv9P/My/DfxtAJWPv3vzr/37CBEIXqF0RPoa19M0Ua+s05Isy8iyDJnEOb53hiINNJdnXL55jGi2uOBojGOx2EWriI7o+562b5EiIwSD9DXBtPHgHe1Q5iNUPo5MHdvhCHRtrPCDaVEx+R2LIM8S8lShhKStq4ikSBydCYh0SvCgtAc9RxcxrFokU4IG067iv7Hd4vsWKRWHhwdY62hMzXa5JZvtMJ0dMBoV7O4uePLiLcFZlG8wbcQc59MDju7eBRXn3Eop0kwiREDLDGQ6zNrBdTVN3fH6zUuk0Hz80T3GixF913F+csLFu5ecnL7BVPHAD+G90gdcgFxCWSgSpelN9D+IAHrnNuPJgnJSEqzC4ejqis52ONMh+2tkt42JbDYquhIc6AScjyoMZz7sSKTKyCYzsskNDm7e4vjGHrvTAtd1mHrF+UWcyZ+9fU1dbZBeYYWnah22r3EfMhDA6zHBOghRhSQBFwLJIM0VIV6YWIcLniDicjhgKJUizQLaduQ6wcrIvdcDCGNUlHF0SBIpjf2W+0f73HvwdYrpHqcXJ5y8fsPbly9oug4nHBaBFIJRotnZ2yVPSpptw7/77/x6jPcMOU4Izk/PePv2NZ9//jkn6w139hbkkwknL09Zry5xpkMngkSDEB7l4j6jSDSTseb48IiL5Zovnr3CmoCQkOqITxcBtPSMcsWkzFCJYP/4Jvs3Drh9/1vI8hDbG0rlMH2NMZFq++TZU5bLJdtNRb3ekBUTvvOdb7F3NGZ9ccHv/s4/4tYso7VRko3zeG/5lV/5FW7cfsgXXz3h1dtLzk/PMM7Sp1M64rOW25qjgzFtWzOdzhFZybMnX/LJN77JRw+/RhNKnjx/x9X1OfQ1N2/fYTxNGM/2WV5vuKpaXp1csbezT14W6DRlNBrFYCIRC47ROGV3d5fJaESSKKpqQ7WpubiIVFmQ+D7mfq+v1rh4NuFFwJF8EEJMZnOm8x2urpf0QNsJjIspgr3psM6jgiCoCH0jaNJRhnOBvgsRcZ/mONPhnMUPca7eC7wwMQJXgn5vYMQMULgYxe6cwTiLJybZRboofPHbf74dwBz4X4kjnkvgBEiB/w54EmJY/P8B/Gd/4gL4T0IIf/D/9nPz+WG4+av/XtyWNzXGG0zTsxni4MaLCUkWjTZZlhGcp20jsMzbFltfsT15gey2eGeic9ZYtIrqGu/eu04TvPBooioEzwdDkMryeLuKqHmeTqfIRGPdkE8AtMETjIm0Q9PH5bFz/Oqvfpc//vxLVhtIsxE6AalTpIpLk7ZtkTIyvfERD9A1bUQWSEeicpIkLqjLcYFlihPxdwu9Y6AAACAASURBVH3wyddxXrDe1h8WmCZoJvNZ1FcrjQ+xzTRNh/MGpVN2dnYoyzJKz9qaNInk1KvzK8DjjOXJT7+gWl7GHOJcU9WWyWQGMqC1ZDZbsLl4R1dvYus5SPpCCChV0BrLeJxzdOM2m82GarnGYXAqRfQrUqD3jmD6qE4KHuNjZW9aQ9v3cRmbSJTOuXXvPns3PyYbT2NC0/KUy7NzdvfG5IVkva7pmxrVN1SbLavNms5YrDWg4t4jiKiTZ4BtWRsf0vdMFSkCnijDw1uC7/FBkY8jtji4nuuzN5TSEZxnvr+PzguuLy5pe4cQMJ3PuXP3o6g2C5Kr6w2bddSmexy7O/sEa/CuotlsMSaGwqRScnh4RJJobNsghOLBo4/5+rd/GZGnbFc1q+UpZ+cn/PHj11yva1pjEJ3n+CBhVObcvXWb89Mz2s01pqtZLZdIkeCcoe0daBjPJqRKk2mBaxpcEBRJSpo4vvWLX2c8KZntHnBxvUbkUw5v3WfTaF4+/oLgasZ5wsGdu4zHJVqn9H3L+ekFf/j7/5w3r17hjOfjT+7zvW9/k8ODPf7B//abCBxSgeti1TudLei9RCcjTt6+i4EpSJZNw3z3AJ2VfOPBDQ5358x2dlkc3GA0OyAdjTg5PWW1bLloYFUFlAwcHO6wvr5GKcvxrbjDqZuez376gmfPX9I0HUmScLizTzmfMp3vYPsmypEBcJTliIODfZIkZVNtydOMzghOzs/ZbGv6akNAkWqFsi0MwS/vaQRdG5B5Sm0CrWHwF6kB8yzoTPsB5GaJLvQgFEJIbNdFeefg7rXGxJjS9zwgGLhhRB+Tep+NEo2MnkDfRqHK+wVxbw1f/fbf+/NVAQkh/lOgCiH8lz/3//4G8B+HEP7W/58RUDLeDfNv/9sxnDt4goqb+qA046JEpQmuj4dcVVUf/hsXFSXCdzSbE0TTIG1NU2/x3qJ0TpblJHlKnudYB9ZDkWVMJhN0WnD66jGb5TUM7JzReB45HdbR1Q2dNUNouMCpQDAW73vGo52oZkgSEh11vNloUBHUS9TwRciUpq43CBGr5Jg+pdHKkwzW+b639K5HoUBqFof3GO3uM5nOuVqtUFlJms+iGkrEWaPUItIMfcANlMFxUZJoSZIo5vOdOHKRks1qzdnbN1Gp0UV3aFRXNVydn3F9cYJwHeg8ylV/Tnc8SiXeRIVHCJE4KofkMe89f+PXvk+1PuenP31GoVOS6ZjWalbnryMoy7sPJM5UacrJFO89aRpHEufnl5FXJCTBSm49+jpCR2ib7Zc8evgxH92/w7jUnF9u2FxvuHj9mNMXzzk9PaVxEelhRUCTgHAxyEZE1r8xbviix7iQqNKKc1VP4MaNIw4Pj9k9vkUgoW02vHryJcvTt7jguf/xfZrWcHl5iTWeutowdOHMZ6NYgecTVIDZfMSLkzM2mw1KaKQwlFoifI/GoYTn4UcPSHTG2eUVVeeQMrB/eIujowNW62vKVHL75hFBKf7xP/6nXF9fc+/uQ/IysL+7x5u3pzx/dYF3LblOOFiMCEPQ0XpVU7cNMhgmhYoJeE5jZbwgDndGHB0c0DmHMYq9w32y2Q3IxpxdrulNB32L9zV37jxitpiSpxnLqqLtOm4eHnB9dc6LZ885efuWer1CaIGvrihTiU7EgHBRJDqLhUnjSfKStMgZjUYc3jrm0699jenOHhdv37K6vmB1veZ0WXHno0fcevg1dDlltao4uVqxrXqCs2R5wmQy5mBvTjGeRKCfkHQ+wXnB2dkFp2cXvHr+LKpwZFyU3r11g8XOLLK6nOP169dst1s++eQTymKMQyB1Rt+2LOuO7bZmc7VEBPNB3KFNjU4kpcqxacpq07DporxbSo0NEemgZKDvLQExGMMEbdPjbE9RxsyPECJU0Q0dwPt4DDHEQkohEIOh7z3apes6hAwQNMEZws+hXb78+//Dn/kSeB8wIYSlEKIAfhv4L4A/CCG8G5bE/xXQhhD+rhDibwL/ET9bAv/XIYR/5f/r70gme2HnO38TpQSpVBE1gKNvO2xv6PoG4UXcgI/GQyxk+ECkFN6hhKWvK3S/RvmWq/MLRL4bD9iuJlGBrjMIpSjznK5rsL1D0SGwJKMF6ITRaEa7ucKZFknAeYnzBus9CkOelKgsYzzZj7p7HM4avHF41+JdjzMdqU6QKkEICVKTjxYRZe0j19vbJnYQ3uLROCGiESkbsdi/BfkEKRLmO3Nm0zEhCBAiftkEVHVDU7UYGwF5ZZZTjMthpi2GcYena3pO353x7PN/jpIJ5XiXcjJmsZiRFymf/+QzmvUFwWxp2wrpAyrmVAyff4gRdxBTi/DgFUalpElJkWbsH+/y5KuvSKVgZ/8AnedsL84JpqXu6qGNjV2XFD66pH8edatjOM/xzRtIkdL2htFkxO2PbtO0PcJ6Qt9gQqyORL/m5OULltfXkBSERMWlWhh2PDJWXt6LAZVtuH/vNrcOd3n69C2XqxWN8bjgObp5wKicsarjQzkqNSevn4PrwAfm89kH/XXwDWLoJEqtyJKICb6zO8MEifGef/HTdwQsWWBQvTvyVJKnguP9HWaZRnnL5dUVLplzvryIHaAUHOzn7E5KDg/2EEJwdb1htV1RXW3oteL4cJ8Xby9wyZyz1Yqmcbi2JityUuGY5Iq8GPHosKTpYlLe1aqlNlF6ubMYMxvnSJXExaYILI7uI4spMpuS5FNeP3/JZnvNVGuEkty+e4sgU04urnjx4hnHR/vMp1O6dsPbV6+5uDwj+B7t47x6sb/PeDxlZ2cOfc3BwQFfPXmN1TnHB0d8+3u/TDEZD5JWwbapWV8vubyOC9y3q4aNh08/fsjB3oJRopjv71K1gb7zbKotRakJXmLw1LXl5GIFInK9pLe8evWGrt1ydXVFmeU0TcPNm8d873vxGHrx7CXPXjxFCIVKEsrRlLJIKWf7GGdp6yaGvfjBBBpqbhzssHzzAhskXkreLA2B6Fg3QQLxeXtP/nReUA18LiEUvYdExrNEBR87UCmGVDCPNA4b/PCsRHnoe7l3CESUdfCDN0AMhRh8+bt/9hfAN4G/R2SxSeA3h1HP7wL7xEyzHwL/4aAUEsB/A/ybRBnof/An5/9/8pVM9sLu934DLX+WBGaNwbYNdV0DnjRNyafTaILwEfOgdZyXOdewfPsKs75EuC2uq9A6JXhJwKNCH9UfKISOmnnjLQmKUE7Y29/BhSJWFNWWYGp0CDHE3QccBozDDR8mMiVJM6T3WNNEfLX3ICzedHR9Q5kMblHbRwdqUcZbPsQbHBeloFmqac0w6/OWWqbMpruMdva5deceaZrHpCApcPZnn5X3AScA4pJrlhcEYQkiLsmFd/TOUm8b3r494frpjyAYvBrF0HTjGM+mjIoRu7sj2u2a5eUpy8tVXFDZqJ8nuPekWpxvUCphsVhgRHTWKi0gaIyJs3/vbJw/i4AIlrrZxm4uxNFLEtyHy0UPSafRfKRwrmNn/w6Lw0M+/uQhi9193r58xWeffQamYVSOMbaO+QS2ij9DlzTtlmq7jpCtEB8sF6IW2/kO4QNCK4SAdLRg5+CIPM85ffOCOzcWeCehWLCzs6BrKr78/AtWV+8ILgwXagx7CfSkQWCCJ/EuVmPBoQLUfUyiLEcpLniSgeEedc0aLRTBd0yzQK48v/rdX+D8zTveXi0JFqzIme7tkY6nXF+sSDMxAAIFRVFwuVyyul4iUo3xCdYanAi4LuYrTEYFk8kIrVOmvsLYGnAkAhrb4/tAOZswGccLra5rrPUURcZkscfO8R3ms12azrBerzl//jl1XbO3t8f5eotBs1puAEmWJdiupjcmjtRCZBCJAKgUJSSjMmc6HfNv/Rv/OkKPeHd5yfOnz5HJiK7rmc92qJqao8N9prMFeTGJvKxqy3Zzjqlb5qXkaH/O1dUVn10pQrHHnTs3+P73v8/las3FxVXM316tqeuaH//4x1yeL7G2p9osOTw8pPfgjCdVlv3ZjOm4QCYl091dbIgUWCkFk1zx5rJhU9UsFguKcjScf4rz81NMc02pU+Z5xH6vQzY8iBapc4RMUFmK6xssAWMU767X2A/5Hwo7xMQyqIasd0hicWRMjK71IRoVhQjxoB+koFFSLrHWYa3B2phN/fwf/U9/+Y1gyWQv7H33N5CSWLnCh9i69yqNSBJMqasW07eEIHDB0tUVru/p62t0XyFshD5JrXBNA6FHeBOhT+kY54mpITJS9tRol9Y5ZuNJhJU1NU3fAQLnLMZYlPZkUkcX45CrG7wi+D7OmUP89wUceaKRSpAlKd57qtUazAaV5eh0ihQpzjV0XYX3Em870mJMkqSMx2OWdYfORiRZwWz3AK1jsInwjiTJcDI+aEInbLYrpNAU4zGzUeyKnBiWRMQsZW8dSZby+osfcn1xjvUJ3juyLOHmRx+xt3+E6RuWF+esLs+4OLtGyD6OgRxY3wFDiLsPqHGB6By98wgvUANLPwx+irwoqbabKF/zjr7ZRvPZcJHqIRKTIWrSh4BScdnW9RU37zxi7/Y97ty5g8qnrJZXfPXZ58hgSZSkHBdRuy0CiYJUKJ48/ZJue4X3UUbc9z2WWJW9f9ikjotsmU2RoznFqOT28QHLy3O22y1Spezt7VGUGW3d8OzLH1NvK7wzKJVE05DrkQx83t6S5gllXqCSlL41BGfZDKRTFSyCgLOg8zwaEHEUeTSN5XnOv/bLn7K8fENXtVjvGB99TJAZVdPivCColKwYk0rB6XLJyesT1psl2J7t+iqGGg3I71RKUuFJcsHxNOXmbsHe7pzR4hDjA94JTq82nJ2dY0zsaBIF0/mCex89YPfwiDTN2dSG3nY056+oqg1PfvqUi8sVpDk+RKdq3dWkaUoqI87AeYEXUWZrPTjnkSEwHo1o6wqD5ujGTW4cHaKU4urigmrbgJJcXV3RtD1lOeLw8JBFrvj0wV1GZcIkk5ydnHPVWF7ZHUw+IpjAi1fPuXvvPt/97ne5c/smBzeOUYnm7dsTBJLedLx69pQnz17y+u1r6tWW5fUFR7sTkiRhZzwmyxMQCVmeI4Nn1TqS8Q4iSUmynKbtaOt4IVw3hkf37lAmEuscXVtRd4agNLlWeKmwNqoVvY8cf6lzqm4QVEiFs9BZgxYCLeL7L9/L0kVEzqDisy6VisDIoCI6JQSkGtL1QsBZi3UOguPZD/7Hf4kugODJ0ujW8zZOx5IkiXrZECvbtquxbT/obKOu19mevlkSmu2QeqVoTY+pl0h6VAh416GyEUHmUU4qPalQ6HKMQ5FpgW9bhOvpuxahNcl4zPpyhbUR9pVpgRzme1IokjLHq8g8VzonhDjjt8KQyxFeKXQINNevGBeaROWkqY5SMKFwIWG2mLLc1tGwJCSib5hM5iRZRppNCAGMc/hgONjdYzTOkEnK5dkpm02FSjL2Do8AMYDBAi4I8BaBRwtB21RsNw3WGZSI0CylEooixklaa7HWs9ls6Oou+hISHbkmdayofv4wFSEG3SdYUize9FwtrzGkHNx+wHg85uLsDcJ2SATb9RofOrxpCX1MYwveYgn4IJAh+gOE1MxnhySTOeVkQZKOWF9d0/kOhKRtW27f/YhyFHcVSnjePf4pMtQoOSSsuZbl5RnOGQhqkDtqfIhslU1Tc/cXfwVRTMiKnIOdCc22otlWrLctbdsjRMC0K3y9gX6D9TbKY7sWiUKIiH8OA8Y3FT0EgRRgQzp0IDEtbjFdMJ1OI655nPHgwQN2ducxSavcIc/ziCDA0/cWUZ/z9PETHr+54NE3vsu2NWRpzmgSR59Xlxd89gf/BNorQtfinRmkhhJPhheevlqhguP4aMFHN2/y8OFDeiepmpbpeERVVTx78Zy2XXLv7iNu3btLsJ7RdILQJQDNZslXX33F86dPMW1Nbw1SqViBeoYsX0M37FiiQQ60iPsyhuxkbwN5IVFJSZFqtDKkwGhUcPfebSbTHdbrNS9fvuSbv/Rd+s01r58+5tu/+As8ff6GZHLIFydL/PiABw8fsVyuMLbm6dPnrK+3w4XUcnB8g72jY/7aX/3rJEVBnqRMpmN0GpV466tLXjz/ilevXvD6+WvypAAf+OTBDdrz5yxdznUH5Luk0x125lPwAeMs5WSP66tTbBtTAPu+JUkLvFT0bY0b1FhCxDm9F8Txjvcf5vjBC9xgbOy65kNw03uiZ9eZoVMIA/8/Psvvg5nSVCODxosYKeuIxfHnv/XnIAP9s37p0U4Yfe37aKmYjic4EWKlBR9maHETHg/YpqqxfWyZjO0IxuDaJdo5XLulrlcIBFLHGXAiJN5Fop/QEdKV6BgME5yh6TukC+BatIzuzSAkTij6ej0Eokvy2SGj6Zw8TXDBo5SMhhNvkD4ygESQeFyUYyYZ+we7dNUG02xh4Bu5vkcWJVLmGN8hZE5IEvAReicCeBshan3nI/dmlDMqSoKIqqK2bhiPIzwtG81hoAs6obGSGB7hXaxInCGYPnYmWRbBVsNDGqTAtB0CsM4jXKA2gs5YTNcjrSFgBg17VFU1VUvoVhAMOjiEb2i6loPjO0wObhOcp6lWSBn/vrpuMH2H9IbVxVu0sNje0AfHpCzQacnxjbuRw5ONQCRsNzVearAGrzVpXpKnOi6wy4yL83Oq9Zpqeck4ISI2jKVZX7HdLrGuRwQZ2T9pRlKUFONdyvmcvBxhnWC7XLHaXnPj4ICsSLk4v8ZZi5DRZZ1JT7M8YXl5QVU1H+B4jkBZRlmyUpK27cCBMR3BO4R0BGTMF8gKivEueTYhzzNu3r5FMRqTSok1Hefnp3R9QEnB0Y3bHE4DiXScN4LNpuL8/BIlNJUXHB0dsbe3w9X5W5aXb6Fa0y7fsK0qhEyxXhEwHOwtWG9r6qoj8S1pmpIVEx48+pTjwwMmix1Io4P1j3/4h2RKgvKMpgt2dg6oup47t++yWm149vQxz76M48M8zwHJ+cUV1jqyLGV3McFYS1lqHj14yM7ePn3f84c//CNeP3vF/Y/v88knHzOZLxA6hqR89sOfsLe/w3a7huA5Pbvk40f3aOqO40XB5vw1zx6/46Obx6TjOUcffZM3fUKnU5racHZ+wv2Hj0gyzbicUJYlAcXv/sMf8NMnz1hdXdP3hoODfb7/a7/GZDrn8MZhvJNwMYmvari8uGCzrbm8vORqteRoOsYIibWKq9WSLMtIxyPGs32c6ag2a3ofFTjGBkzwg2E0HfhQYdgLxu7T8zPsSFTOqeHytGACrWkHY2F8psPQDf/JlzGONI/QPyHEECfZI0n443/w56wC+rN4JeOdcPDd34iHvXcf3jjkEHBCvAVN22J8zLWVSRwmWGMQzuHaJYn3iBC7g3a7QcjIDVJCorKSzlpM28awlKE6lqmM/JAQx0bCerRwOAFOJRRZDu+11NkUj46h8F4RhMe5uOXv+5YyH0UziFak+QQ/mMyCsWSpQBAJmTIIfJoSZBERsCJBKEnvLJvNCt8ZyjxqmovxKILGjKGuOtAKNTBtZpMxQcXRlPND5xQUXsRLSAiBShISFcArhIJcZRTjIkbYeY8Sgrqr6ZuWy4tzemPw20uCqeNh+N5ZPXCACA7vJDovAIESFomiGJXsHt1FpTl1XVN1LUqkTKdTeh9wviPHUa+vSZUlS1OEEhRKIVSK8YLL6zXOaYrxiAcPHhAQbDYb0kyRjcYkaUaz2VJvNtR1HTXVtqFantP2HdL4aH4ybQzU9oYgExKdkS0W3Pno6/hM8+bFCU29QXmJLhQ3bh6xmEzIyxHbbf0zlrut8NslfR2zEdarbdRiu1iRpWlOmqYU41Ecn1xeYk2Lty3T2Yg8z1mvGtbbhoAmKyYoAkWpUCrhl772Eda1vH75CqUU5Sjn6PAWnRX80U/fcn295Hh/zGIyYmV6dhYzposdyvEhXXXB+vKU/uo5pqlY1T3XlYlCCh8PJa3B+ZajnX2KckyWx/zqvRv3UcU+QWmKNJrUgvNs+oaXz96w2tYcD8A9EeDkzWNWl1esrt/S9R6PoHeADQOtMjKpJrMRdd0xm0xZra5JlIwxn48eosZzdg+P2SzP8Z3h4uoSaz1eKr7+tY85WOwitWA8nnJ8fMzZ2zPOz89Zbyv+6PMXrBlhguboeIdvf+cXo8BCSZxxdKSkSjMtFSJJUTLhj378E85Pz/jiiy9ROuXOnVscHh5ycLjPdL7Lar2FoAj0nLx+w/X1CmUbvFAYoblxdMTpu7f4oJBpTufAeY8BCILWRzUewf0MOik1Zuh6hYra/bjbcnTGMy5jMpuXNkY79gbnu9g19B2WELsAL2IHMCBavPeRI2ffYyOG0VuAx//wX4YdwHg37H371wFJP+hkhQ8EDLY3MYB9WJKkRYYUScyqJXwAvNm2JvWG4Huarsb3Lcqb+GGEEBU61uF8h+0sSiZIFTsMYwyjveOoHDENZRnVNARJHxRN19A3bVQa4OPMVafoJM7lpFIs5nOqrsO6gcHTbJC+wdcNpDpKPmWBUAmpllin4i5BafAWgqXvDLZdkuk8UmdkhMulRU6WJSRJQes9fYgysDhXDoNEbIiTE5rWdSSkiFRGxZSzaCnjfkDCdDQmOOhMS9e1hADW9LTXb9muN7j1Od7VSFXikSRJRl4WLHZ2QMVqZdO0uLqNbBMhyNICnUiuN1tmxYg0T3BBsN60WE9clklPWY5ZX12As5GmWm9RiYYkJ5/O2N055Fvf+R4ueM7Pz1mtVgQs0vYkWU6eSGy9pG2jUcn0juvlJUI4koEia4wFKQghpUejtaZcHFBOF/Tek0pJrkVEEk9mOCLbyXtLu61wLjDb3eHy3Tue/OQPKDPNuBgxnRVUyzNWqxVV038QI1SNoSgKiqLgcG8X2y9RIcHYDuHjjBidxYOg2eAFJEhK0XN8sEs+WVDO50zmE7aN5eXrCy5XGy5O3qJDS5EklKMch6PqYLo4YpR57h7vUoiaUK9oqiuqumPbWXpfIITEux4lLfPplDTJOTi+we7OPk5pstEOWZETVDp4ZDRBxvehara8ePwVTx8/IUsE1+dn3Dze41vf+ha7B/t89vmX/LN/9hO2zSYuwr0dRj4ei2ScaLKMqJsX8fvRGgshQSYa6T3OCya7B6RZztuTd3z66Bv03Zbjo1t8/MmnfPrpIxrb0nvBeLHP9XLL8nrNi9eveX1RU9cdxlpuHB8w31mgJORJynQ2YrGYUZbRN/Ts5SlX1xuq9Ya63saQpuCZjMcIFDJLqLaxgw2dwQoHQVIkOh7ePoZT+TRDqQxjush76gw2dAiVYEwsWm3QH9ANzoUPHiQRBF79bKIhBz+Pc47ge7JEQYhZJs45Ois+PN9Chige8U3cEwBOCLQU5FnKj37rT6cC+guRCAYRgWqCi444MQQie02ay8GNGVkZWT4QLYVAhRjq4bqWtl2TDg47a2NFkmARMuYM+z7SQXWeMp7sxjfYKYIMzJWkzyYY16OUpnGB3tkYLJ8WJMWIvJz8TIs7BJrkeU5nopt0XTuEVAjh8H2N7zdgGkzXUiYzXIjhMmmeY6z58IWIFbWJAQ9hCC3xDiEkWgrSPEelJSErsVKjBGQho7cNCRE5jHEE4cjKglTmzGeHqBB3JFmZIT/MKAUuRBNY5zu89zRVg8wS1MBVdy5EVj4q2qVkbF/7tuHq6grrevAx/EIyJBpJCQq26xWJVNi2ol63kfmfj/BdE+WuUtELi7MtKnikFngVfQtFWZAUJTjPj370I6reIwaNf8ChnGFxOCb4QLVecXp6Hv0EWcEoz7DOxfY+xieRphNUkrO/WFAURQwWISEPMB7lFImMCGOhEEEQRECqlHws0UKhVcZ8Z4EEmqZiu92yXgeCNxG0JyLky1rD7t4C4wKOwGqzRfnICzK9I0kETV3TuU0kiw4gOXQg0Qm9g77q2YaWujVkkx32jm7w9uxHH0aUiY6HwWq5ou4823XF7jRhbyxoui3zImM2nrA3n3B2ueH1WcWqMQRvKPKUNLX0piere4JYovMxjdmiqppyukAohZSOsiyxUpEUE77+rb/CR49+AWEars5e8pN/8fv81m//Lsc3bhKE4t6jO2yu1rw5eYPr45hCCIUMDoTFGokY1GvCRXCZkJ7Dgwk70ylHt+9y/2vfiN4cFwjek8iUtl5zdfKE/+X3/j6/9Ct/nWK8S/CSRCsmk5TdxZTapoSwQvU9T58+Z/PjHxF6j3U9WaLJywLr4cHHD5nv3ojdfpahg8C6nrZquH71hiLRJFpFYqdOSccjnOvo2paqi+lxzrkIDlwu8QgSb7hx4wZt6NlsO1brFdlojORnsbLWWLyMh716b+h6f84NBfd7rg9CDjs7E6FxQqCFxmMJKFTQCGEJMkMkluBszBALgr6p/9Tn7l+IDkCPFqH8+K+SJylohfcAks5ZZJCkmYyWdqnRKpotXNewPHmMDgbT17jekegCmWhUPsZLxaTIhwVnj3QdwRmshzybgPLoIBADjMDKJBIdVVRfxGVfwJAO0CaHFDGdR3mPVwoZomA+Znt6XLuN+nECtq3QxLmfLqY4oSAp0DqNS9AQcMaDMOCjU7bv+3jbJwlCl8h8SjEdE0jwOosBNoLoORiYOtIHJBbtHZPJhGyURZYRHqkSAirKTodXCIFme816ueLqahlD5ZOUQgX61VtOT9+hnCFIh5IJvXOxYoFoXJEixkqqqDSK6FtNOimRIaG3cTHcd1FBk6UFtqsjgkNk6CIjCEh0RprEbAQbPPODQ0ajBdttTd32dF2HDu0HjEEMtk/j72VbfG8RWUJIC8pyjOl6+q6hqTuCgPn+TSY7R5SFRriYs9D2nrrpyYuMIpEkecZ4fhj3OFKiRTT0OWdYL1c405E056yv39E1Pb2POAvvYyqUd4bgBX1QHy7YZHjUgxc46dFBxd2VVAgU9mMbrQAAIABJREFUWZGSjcbMJ3P2btxBJwIx1GHFqIykyLbi6vQ1QnTkWnG8v8ty03N1fcFmXXF6foHAovFIoSAEjmYZx1NHlhYku3dAlWSTGY6E6e6MMsvjfsp7rAgYG+Lnl42RQpMlknxUogcZsQwG29VkSlAqR9eu+Of/5Adsti1v3p7R9D3eQVbkTCcleZ5ydbVkudqitWSUJ/ghVe99pxRZB5K+s8xmMw5u30EmsatbXV3zza9/yt7uLn6okEejMRfrlicv3+FkTlqO+N53/woqSfnxF4/56vFTlldXXK6WiCDJEgYmlWHbttiuo/U6mvCUIi0nzOYLEq3QEmbjhDtHU8b0+G5Dnpcstw27e/v86MkJvZzR9IEyscQ07Yh6D0HwyR7o0PH2cksnRphsh1qU2LYa9oeD1+V9kp7QhOBx753pIsY9ip87ft+fxanSMcpUaFyIHb73HucsuAi8lDIKEJ784H/+yz8C0uU8jB59n2QIlQBI8xI1Gkfyp2nAxnzgrq0wTZyz9tU1qTB4F13BWsZsXfQkgq7SIi7tfAfNekgZi+HKcliU2mDBebKyQKm4JyArooacgO+bAQURcK5BEQhSkQYf+fKAEwoXFK5Z4fouBjzIeIHotCCd7eF4P7uPOAFX19i+IoQWgsQF8NZRjqYIrZDJGEZzdBINVyLPI+BLShIZD/TtZoVK4hfcVmsynVBMo8lLyqhG8IMRTXiJw9FsK87evaGqKtJMkycpWTpC0VOdv+D89Iz35GghBMEbwntvho3tfNCKNBshiG7tfDyJi+YQu7TgPEoYfB+TmkS75r2tPtrKBNlkxng6Z2c+xeucNMvwIR5m1kZMRvCWIs1QMmCCoN5ssW2Naa5IIeJ004I8TTFkuIEeOhkXyHKCTCeYpqbdXCO8Aa3ReTForQOZzji8GQ+h5XqFEnqABDZU2zX1tsEuX6KpUDLHoaKEOBh83+KDxXlwQ+yk9wZlAzqL7lQvRXRjK5hO5jz8+D6Lg5uk+QgvNLXI6fuWYMELByiy0KMwvHnxCkEfPSy2ZzJb0LctXdfw1VePB5lgiJ4A40mkofANe3sLvvbtX+bWx4/orWC7aZFZQq4SslTivMSHPkYQCk0ncpIkiSM0LaNnRUGmNa7d4E1LU9VIv+FwmtGZntdvTnn15oRNteHFq9eMkvhdn853mO3u8+j+Ax5/9TmvX0YpqVbvR6UZxvXIoCP2BclkscNsVPJLX7vH2bvXnJwv+fQXv8PVxSXFdMy28Vwta7QS1FXL1gaWF+eM9m5TzGbRzLZ/gJawWS2pqorVahUzG7QmneyjhUFKgVQ51nu8UEzHM3zoyKSnTBO0lpimxgQZ4yaTDJmMUYnGby8YZSmJFmx6h2kdPdC7HoJGZyNqG/BCoV0sFHoXhnCcqOOXcpgcuCEV8P14Zzh+/ZD7G8LQWSfFh2fQe48JAWtjR5KKECcNBF784Df/8l8A6WQ3HH3vb2FtHxO1OkuapqgiIzgXGeG9oao3SG8/sDCEs/TVNd7UuH6Dtz7SOFWKznPihMsTvKFrl0gXRxXYPramgQ/LZiVTZBrn7KgURCB4cH2D95HkGVz94VbPiDd5XOpIrIxmqOR9forUKCFQ+QjGR3ghsfWKrt4iREDZGt83IAwqKREyKgnG8524uE5HyHKOD4BOIp1QJqhUkekclGC9vBpwvgKJZWe6Q5KK6HBWCic9zbZhua2wJiCVIHhNkceLNs00OgguLq9p15eszl7gbUxGc0PylZbvYbdg+3ZIp0rIRjNG0x3KyZTeBvpuEyODg8AjSLWi7zrq7Qrla4KLMse9vT2KUYlPCzyaTAocCosYnMbgvaPpe24fHw/BQHGZlqYpfb1hefGK7fUpMngEWQz10Tl+YDvRtxih6IxHhvYDMM9YTzGbYXo/qC8kOs0j82hb0Xc1kvj9UmmGFpKCFsQWZ1KEkuAFMjTYusETcNbjh2ovkSoqf9Ik7iCEpCxLbt25TVEU6CRjun8bdM52UxOG9LvIV4qKLUKLwiB8gg+W1cVbUimZTQqU78lyQZqPMW2H8Y6uC1RVNQDbVty8fRPUmJu3bhNUSow0DqRSkejw4QKGgCTubBDRKTyajMjTbOAzaWy9xXUtm+2K0KxJRRxHOefp+462qvn8q68IpsHZnrYzWJGxWCy4c+OIxc6MVCvevH1FnuccHN6k7+Pn8fjpM169PqPqLPPpmHs7CXcfPAQpefH6DK0E48kMVFzA6jSJoUc65fXrt4yO7pOUYw6O9mMSmbXUTcO4nLGtK5qm4fz8lLPLGklgMplQjMax3xcCj8bbNkYzJgUEgTUxiCXPCsSAW1bCINsVItFoVbLtHJ3pWW5auiDQKsM5i3CWgGGiA42x9F5gbETaCCVRQuMGfIoP8fBXQsZRq4z5JdETEHeSyEijTVNNMSrZbmqapsER6cFqUEr+9Ad/uiXwX4gdQAghxu45hxwMM5vlOebNBl1OSdIMlSbkeY7ve8TgwhS2Q5kO10e0s5IxiCWiBizK1Rjf43qHlCLqt12UWoUQQMQHT3hwtsWZLT2b+KAT+THvH84gJEUiIn5imH0jBUmi0MlAHRU66sNDwHuHQyGtQbXXKCUJ3YrcNXgR4sIyzwkhG2iUGiM8jZoitULJlGACLnhkiDnH1nX0xtH5NUEGcqmYZDn5KI9fZtfR1iGGTQBd37BcNlyvNxTlKD5EKmeSTFB6+L2GAPd2u0RLQe8txhrE+/yYEI15AqIhSgokGtt1VJtVZP3I6C5O8vGH1tZbg0ozRjsH6CSO5vI8j5eLcAgvEDYucjtnECIG2utJ1G6XecFmu2U+myFl9sEsVhQZpq+oVpeAxdue3lmOdxdcXl4ihiQ5GQKZtYAFJMElFKmmr9YIAVomCBKk65Bmw839CaYXMXe3rZAyIHTJR9/4Nnmek+UpwVmaasPlxRnabFmdn2FtXNwprT/sH4QPSC8Q2pEYw8mrd+wcHTGdlzQmoL1jVETNflFk9E1P1db4tscGFy99KRiNM45uP0Ch+KPf+7/Q3Zq7N8ZYlVGOZzgvqZqe9XpN09UEAZt1zb2P79E5yBPI8nxwpDts16NTNaTHxQNp6i3Smxiy5w24BIujN218L02HsHU0IolAkCneW1YXL6mrlt3JmK629NahZWA8naKTlG21ptpu2dkdM5/txIJOEBlcOuXXHzxkvDji6eshQ8DWXLeBNFXcuHOPopijRYwRTUZTxpMpWVFyfX3NeGeHlS/46tlr3p1f8fDhQyaTER/fuc9stuD88oK6rpks5sxOzzg7eYfvNiSpYjSdcL1tMSLgEKCiKz+IGNgDYJxFI/EBbBCUOsdnJb1IaPoGG+J+TDmPEJAIRVAKh2ZtaqRMSZOE4NuY8hUCxvcD30fFy2Wgyzo83nq8tR92AEqmWG8JrsObnnbTMU4zdqc75OWIi4tTuroi409fvP+FuAAgLoGsM/TbmjTLUCJgZXTAws+WmBpDtbnGmg7hO4RrEbbHm45kFNttpcDaLsZHmpbQd6g0jRCvYBFeD5W/QgkQSuF8jyK24iK4QYXkkCKObiDQy5wsi2Ehoq2wwcaYvSG2TQoBUkZViZqAUoTgwXQEF13EQiu0D5DkEVcRwOuCoFO0l5BMkFoipEQjSKWMjk8Z6G1MCdIJZFlKt17TK0h0rOBUEiMMpVYfFDIIz2hUkGQpSZqSDqA1EHGwI3okIU7OyjQ6cmsbccpKDvNbQAiUSlCJwrkwsOQDvu8QxfjD54MQBC/jstiBynJEliPSAqsUxrQEKQeNfooTNuYaKMgSTXjPP8HR1C1d21JkObfu3sFZy+XlJWfnS6QakWaKMo+tvhOQZDkdHQSF8BGda93gfZiMuXnzPrsHu9G16aLq6n1Qd991HOzucuvug0ha7Hv63rGpK7Z1j9KBCB1VjPfuoLsN09kuVxeXrC5O485oGGHKIDBdh+9MZMX3LW8eX1Pt7fMgy/FpylVTI7ynThK8D4zmU+puTds24AQWRbWO7/90OucXvvGAV5/9Hm+eP+ZiGygnU4RPcBKSNEWphFxneOfYbjbs7KYoOjCRmSUQSOVJRSBJNEIJtFCMZyXO9RgTM5qRDUqXpEGRjhLEKCPZW7BcV5hqhbWWqm2RQiNCYDwpUbJHdQLntvTNGtc1GBu4uFgSZGD/4IDFfE5RFKRZxmJ3L44yRzPu373HbDYlV/D8yWO2dc+XT15z8xjKUYZwniwo7HZJV1WQZkxvfsTu3l1uffSQ9eqa3/unv8ebd+/YbCpuHd/g7oMHHB3dQErJbDJmf+cT6u0a0Vcsr55Syoxk0NR3fkRlS/6f9s4sVrbsvOu/b6091a6qM9+pb9+e7JaVThzbLQSxgqKIScRCeYqQQyTyAEIieSDiIbIVCYlHeEAREiIgBvEAIZAwRJZQiDK8AHIGdzt9TdPpwe12q+9wzj1DnVO1pzXw8K1z+rrpDpDbcp3Srb9Uqr1X7av7rzpr77W+6f/FoiJYkywxz3yulr8RmDMQM41n3Lh+k7ZbEGNQOZZoGboGidplcIiWED1u8IQk/nZ+/wjJ4xDRB77R2gFAXYtWUm2T0zRQ71KhXaCNp4DKjdjMUOZCnj3UrvWPiUuxAMSoqVYMAWNThk9esrU7YtH2F9dJiBAdpjDkpiD0HuesambkqscRrcUUhQY/fUNW1pBXjEa6S42CtpuLakqdF2AYcs3hFzBRzTKPw1ASxBHFsnf1OoNDZYCHOZkZq6mPprXFrFCLQSCvakKWI0FNumEYCBIQMrwExI7JbK5yFGVFzCvtOOQbGAIuwBC0oGS6OWFjMsVhcf2cYT7neHFK9JpR0vaGup7Qns3puo4H+/f1IW10175ZFWSTMYXNMEVFJk5ladEq0hiFPM+wsYLB40yGs7r4hejVAsgy8jLHljl5NlIRukF9/FW1he8d3eKQrh1AHNao1VbYSJkZRAYkNAw+Qt9pRbboLshIVF0m0TqMbtHSzhe0iyOqqubMnHByOiP2DnJ1j2GFfDqhTItPe3yIKTYxNHShAcnJi5xPfuJ5jMmQXIN3Pli6AG4QmmZgkEjsBvoApYN+aAFDUY9xzLVlHwPOQzv0mGhwfY+NAxIC80VPkbSOotWU2SAR1yzwTpVeCY4YHUOdQz/DUzI/nCES6YcW7wduyVO88NzTHB8f47zw1jvvsFj05NkIOwkMfYMZWuqyYgL0fUdmLSYKuzvbxKQ+W4xKMiL9Yo4w4qSZEwaNXaloYsYQDRYhr3Ku72wwb1tO56fUVUm9sUUWtWjQ9yqw9vpb3yIvasajkmpcU9cT3njvTfaPDpm/t+CpG7t832c+y/07d3Fth9gCHzTmM5/NeXBwwOx4znQ8IqtGGuzOr13UvmxsbDDM5zz77PPMh4GNvWuEpufe/l2Gpqf3d9itMzZHWlfw0ksvUV09xtY1z956kr/8V36CxWLGW996h2+/9Q6dG3jllW+QGeHmk1fZKbeYbF/jwckxw1ZJ6R1Ve0xmDMScWdsyOzyESpu5GFtgTdSdffRAzmQ81Wwy11BEz429TVqndSquV6+AxEhmwCfBQHko+cJES5DIeT6Qi1rPdF4tPKonuCSf4pz2KA+SqemNSapZBluADULwkcE8+rP3UsQAsvF23Hzhh8kyXY90F6U7cK2qg+BVEKmbz5NPWLDRva8QaSAz5z5kgEBoT7W/sDEI5kKK9Tw16zwVKwstbTNXl4jXgjCT5dg8J6T8XItA9AxO0yinpsWPNjUIm9q5qQJDwHlPNtkmRLUwMmzS8GjwQ5OyWiJiCoJAXVYE4+gWHf38hGHoNAaweY3dvWto9oHWhw99g58f0TQN472bYCx5bhnXI8T37N95T5uGz5tkFZRMNsZcv/EU0ZoUrJ7Rtx1N09A3ZxfSEUNzRhgGhm6Oyj4Yet9jRH3CkldkeaUP1NBo5avkYGuCyIVSpogQjGWys0ORW/IUdPfDQHv6AD842ran6xqqqqKoRpgsIxgY2obQtxRFSYG/KAYUo6X3pijJqopRUZKVBVk2huiZz+5hz2M61uAGDahFo1XERaGS4JoHrg1/FmdzbeoRtO1oWY+oywqTWwqbgbV0zRn0Kg8RQqDrOuZnZ4S2IcOD7xnaI8RpQkGMhihRF/dUl9AvFvjQsXNlj71rN6k3dzk5mbNoT9ne2sBIxt7OFree/gQ+OvbvHzGZTJG8YP/gmCw3xNN9rnGfO/fucXTacHAyZ9EMSFGDKbl28wmuX7mKiHC6aLD5hGIypZsv8NFxdrQPzQyiQXAY6djd2cTbmii5bgLEUVSaqTZ4T11PeOKpp5hu7fKtd+7StAs26pzaek723+Gtt77J6ekp9+68ixXDp7//c+zu7pAbYf/BAe/evceD/XsY0ftqczJlsrVLNCVVVfPM89/DjVtPsbm9Q1UVtG2L2FyTKIja28OrBDzO8erXX2K6uc1Ba7lz5ohmRGEi0+mY0WjMrWefoy4sJqtAVKri9u3bxKiLcJ5VxMzgB/07dgvt/RuxOh99INoMsZlKewQHdIi3lJOaqqrYnZQcHBxQlDVeMozJqEYj+gBHJ8f0TntQnGc+nbuPg1cvAmimkm461T2pXfTMhRVtjPay0KSVmO5EndsuBK0EBmJwvP3ff2X1YwDn8N5flEwHkeTL1+wTfLx4uBhbEER7QBUGhDEiWhlHiITQMbRBA7EIMRpspu4Nrd51BAlEUZdEGJKaoahvL4rRHbKLuNARJaq55zWLJSsrXLFFyCtiVhC1x6PmoVuDDx4RVfEMwWNi0tIP53UELhVlRUajCcE1KYOlZ1xAVo8gH9MUFW3fQZCL3XIYFoSUSiaivxMYjM0Y/MC1Gzeoi8goBRh1QoHYisE57jw45PTgDsE5QlDpBH3+q5x1lZcpx12nRlVuEVDLKa+n5EWhshGLgDUqixBdR17WZHmB5IUGgasJxmZEBs2l7loWi5Zh/11sBnmE6FryfoQ1PSIjQqgouhaRQat0rSNDW+T13QKPpmkG32H9WB/wWeTs7IRmMVMN/swyGo3xKfCbl+r+MlZzp0MQxEYWfU/vI8ZYSJ2YyqoCm4KcEsB7TF5RVBXRDfheF82ua5kfH2N9jzBQGocfhtT/QG/UohbKvGY6nSI7V+ianqIqVDiwqHn6E9fpXKQsc0ajEXVZ0LpA07TMZqccHBzReE/nA2VeEPdfx5QzMtdzZZThemGSFUjm1fIwKjBmrQW/4M2336LtYXdrk+PZESY6KjtgjVqAZTZw9GDBeLpLVk6QPCcGz2w+I8bI9qQiDoZ33v4mwb5LVU7IUkX8/v4+0qoMeQzC1uYube/42u3XCH1HZUGMY7Kxw40bN6jrmoDVzVimYn47e1e5e3+f9+4/YHCe7/3MZ9nc3tLajNxQjUf0scZKRlnOqfMRL24/wZtvvsnGtGR0vaAfImfHR3TdQNeecXR6m3qU89TNJ5FMd++f+OQnNUgcek6OTjg9W2AKy6iecBiF/vSMojBAwcRCN7iUiabd8awVrPXgGobGcWcxJ5DRzHuitBBzjk+1Xe14PGZsbNooNJydLZLev9YNvQ9dDL4j8ydV9+ti4FUBGK0REBHtb4xQljlhUNlpYyyPiku1ADxsjZxXAwsQnScEDazaGDB4JKlTexcR6VQu1acA7DBonbZYbfFmtIbAZgaD4MIiFV2pqQWaohYErMkwxuLRoKQPQa0Lm2HKEXk1JgoU+YSe1N2HgBib/k9t2Jy5AY+H0OMGl3J+AyFog5lIJJjI/OwE17e4YQFY7HRKNAayEpF4USAmftAWkE6VAbc2dyCXlKkjyQ1W4lzL4azFGNXHz62lLCzGtvQu8ODgiMXBA23HGAZcc0ZV1xRW89mNyVT6gtTft6yoigl1XTOc/3kkMMq3aRazJArmsbnR1ND8XBxPXXkhGpzriD4iNmfjyg6LdkHfDfhQ4iUny0ryasrOzhVCt8PQnLHoWoIbEGvIoqNPrSpNzDRA53qi11gJ3tEc7mvWRlbQnZ2wsbEB0UKWkcuImGWI0Vvv+GhGu1jg3YBJuzKf5bhZVJ0kY/TvLlrsF0WwmaXve800Cue7N1VIdcERXLyQuXaup86mFGVGUWaI1OTlLmWlVlFWjwm2gujxZJycNtzbf0BuhZOjGSZo453onaaVmo7dnRFudo9CHKfHM27s7tEMHW3jiFVGVliiEe7evUvTniXlUmjaGds7G0gUDve/TSmRkFmqepPd69p0qChrJC8geqrRmGJUMfSG4+NjQt/iuoZZ21FPpphqg2pcE6VjczLh9PSYpl8QhkAplo0r22QWcuOYNy2zowUiu2SFSlWPx1rIOZnUXL1xC1uMGE03+B+/+zKf/vT3kheGLHhG1TS5RNT6O5t3GJvz5NPP8+7BCcf3DhARdne2NPiP4EVYnC64d28fsdoQZ3NLA9BZnrN39Qobm46275jNZmxuTpmOCk5nJ2Ajk6okVCViM9recbpYkBcGGTxFlvoXOAjeM4jBYzB4QJvNHB4egrFJhiO5skmpnB8I2J4r4b5/fi4yGPEhYKxJ3g+VUTcxYiWjaxqMaHV7PI/PPQIuyQIQL4KN2utXg7XeO32ue226EmPUdotRf5bBhYubzsZATKmZVgySA7HQQIzo5HBed+FGNMPHBIePLR4oyi1dhb2nKDLEqrzzMGgZd2YLgrUpY8cwCBA1ZkCK6EcB6wPRzTW7Jj30226huiG+J3qVWrZ5DllOH7UMKBdtNOGrK6lq2GgsIgrBd8RuobvqwmJkC8lzhsWCuiwIruf4sEcTw5zKzHoQoqatC5ycLOijx1YV29eu0Z4eYvDE6fRCdXBkIkVWYkZTFVeLwnk6UEwWbAiB6D1t36QqypwQA/V4iguirrPUDi/4JFuLYIsRZSmETnXIRsjF37yqJ0w2NgnBEWKB2DHGNoTulK5fIMHrw1vzJEHUzDc2x1inedPiEBfwQ4Nr4MHpA8ASbYGXipvPPsNoMmZ+1hCGFt/Oac9OGVzLpJ6Sj0ZgHGdnHkmyEADbW1vkKcDfdp3mYRc5FJb2TAX+2iE170YorOXmrSeYjjfwVouZvC8JUuKMEPINGp/RLjyLs2NGlWa3qdtAayoKI9SjnMw73nzjDV5/5WVuvLCLRyizMRs39xisZexK7sU5VGOKoiQrRjx16xavvv6HtG2rKZdsMtrYoxxNeGJjg73NMbnJcSEy3dhgc+8aUhSYGCgkYMUwBMHnlvHeiLHrCc0JzaKlmT3g7TvfYhg6skzTq8cl9HOHM46AcHbaq6Jvbrh5ZY+6Lti7eRObldo9C6EqpyqrPAzs7FxF8prv+8yLHOzvM5u9w6I5IUjNc7eusTkd08eC3e1NirxgVFmm84bpJ59lcJGuXWCtZX7WcdLMmTcNi14luUWEm94zHo/JM+0TQTRIkXH9+nWNCbVnHN5XgcnMWBaNFo5ak4MdM4A+VySQmUidCadtiwtq9QcJDJJpzDFqvlzTNJonKFxspLKk9Anq/3fOpeSS86xBR1RtGk0XjfIdOkPRaGWytZaY2rKmh88j4VLEAETkFHht2TweAXvAwbJJPALW/JeLNf/lYZW5A3wqxjj94/7jS2IB8NqjBDKWDRH5vTX/5WHNf7lYZf6rzB2U/6P8+48hkWiNNdZYY41VxHoBWGONNdZ4THFZFoB/umwCj4g1/+VizX+5WGX+q8wdHpH/pQgCr7HGGmus8d3HZbEA1lhjjTXW+C5j6QuAiPxFEXlNRN4QkS8tm8+HQUT+hYjcF5HbD43tiMivi8jr6X07jYuI/MP0ff5ARF5cHnMQkVsi8lsi8qqIfENE/taK8a9E5HdE5OuJ/99N48+KyFcT/18SkSKNl+n8jfT5M8vkfw4RsSLykoh8JZ2vDH8ReVtEXhGRl8+zTlZl/iROWyLyyyLyv9J98PlV4S8in0q/+/lrJiI/87HxPy8CWsYLVed/E3gOKICvAy8sk9NH8Pwh4EXg9kNjfx/4Ujr+EvD30vEXgP+C1oD8APDVJXO/AbyYjqfAHwIvrBB/ASbpOAe+mnj9O+CLafwXgL+Zjn8K+IV0/EXgl5Y9fxKXvw38G+Ar6Xxl+ANvA3sfGFuJ+ZM4/Svgr6fjAthaJf4PfQ8L3AWe/rj4L/sLfR74tYfOvwx8edk/9EdwfeYDC8BrwI10fAOtZQD4J8CPf9h1l+EF/Gfgz68if6AGvgb8KbR4J/vgPAJ+Dfh8Os7SdbJk3k8CvwH8GeAr6eZcJf4ftgCsxPwBNoBvfvA3XBX+H+D8F4D/9nHyX7YL6Cbw7YfO301jq4BrMcY7AOn9ahq/tN8puRM+h+6iV4Z/cp+8DNwHfh21Go9jjKnB6ndwvOCfPj8Bdr+7jP8P/Dzws3DRXG2X1eIfgf8qIr8vIn8jja3K/HkO2Af+ZXLB/TMRGbM6/B/GF4FfTMcfC/9lLwAfJmax6mlJl/I7icgE+BXgZ2KMsz/q0g8ZWyr/GKOPMX4W3Un/SeB7Puyy9H6p+IvIXwLuxxh//+HhD7n0UvJP+MEY44vAjwA/LSI/9Edce9n4Z6j79h/HGD8HzFGXyUfhsvEHIMWIfhT49/+3Sz9k7CP5L3sBeBe49dD5k8B7S+Ly/4t7InIDIL3fT+OX7juJSI4+/P91jPE/pOGV4X+OGOMx8Nuob3NLRM6lTB7meME/fb4JHH53mX4HfhD4URF5G/i3qBvo51kd/sQY30vv94H/iC7CqzJ/3gXejTF+NZ3/MrogrAr/c/wI8LUY4710/rHwX/YC8LvA8ykjokBNnF9dMqf/V/wq8JPp+CdR3/r5+F9N0fgfAE7OTbVlQEQE+OfAqzHGf/DQR6vC/4qIbKXjEfDngFeB3wJ+LF32Qf7n3+vHgN+MyRm6DMQYvxxjfDLG+Aw6v38zxvgTrAh/ERmLyPT8GPVD32ZF5k+M8S76WzKYAAAA/0lEQVTwbRH5VBr6s8D/ZEX4P4Qf5333D3xc/C9BYOMLaGbKm8DPLZvPR3D8ReAOMKAr7F9D/bK/Abye3nfStQL8o/R9XgH+xJK5/2nUBPwD4OX0+sIK8f9+4KXE/zbwd9L4c8DvAG+gZnGZxqt0/kb6/Lllz5+HvssP834W0ErwTzy/nl7fOL9HV2X+JE6fBX4vzaH/BGyvGP8aeABsPjT2sfBfVwKvscYaazymWLYLaI011lhjjSVhvQCsscYaazymWC8Aa6yxxhqPKdYLwBprrLHGY4r1ArDGGmus8ZhivQCsscYaazymWC8Aa6yxxhqPKdYLwBprrLHGY4r/DfFPOpuqOT0vAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "origR = Image.open(imgR_path).convert(\"RGB\")\n",
    "imshow(origR)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image Loader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def image_loader(img_path, flip=False):\n",
    "    img = Image.open(img_path).convert(\"RGB\")\n",
    "    if flip:\n",
    "        img = img.transpose(Image.FLIP_LEFT_RIGHT)\n",
    "\n",
    "    data_transforms = transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
    "    ])\n",
    "    img_tensor = data_transforms(img)\n",
    "    img_tensor = img_tensor.unsqueeze(0)\n",
    "    return img_tensor\n",
    "\n",
    "def npshow(img):\n",
    "    img_np = img.numpy().transpose(1, 2, 0)\n",
    "    imshow(img_np) #, interpolation = 'nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "imgS=image_loader(imgS_path, flip=False)\n",
    "imgR=image_loader(imgR_path, flip=False)\n",
    "\n",
    "imgS_np = imgS.squeeze().numpy().transpose(1, 2, 0)\n",
    "imgR_np = imgR.squeeze().numpy().transpose(1, 2, 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1, 3, 405, 720])\n",
      "torch.Size([1, 3, 394, 700])\n",
      "torch.float32 torch.float32 \n",
      "\n",
      "(405, 720, 3)\n",
      "(394, 700, 3) \n",
      "\n",
      "Original S's mean: [61.62190329 50.21784294 41.66634088]\n",
      "Original S's std: [57.8738523  52.01588416 45.43425297]\n",
      "Normalized S's mean: [-1.0626439 -1.15655   -1.0782337]\n",
      "Normalized S's std: [0.99107546 0.9106422  0.79188246] \n",
      "\n",
      "Original R's mean: [109.97153009 127.81088107 135.57476432]\n",
      "Original R's std: [67.65980285 78.28225721 87.38713418]\n",
      "Normalized R's mean: [-0.23466858  0.20187134  0.5585145 ]\n",
      "Normalized R's std: [1.1586574 1.3704876 1.5230874]\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(imgS.size()) # (1, 3, SHeight, SWidth)\n",
    "print(imgR.size()) # (1, 3, RHeight, RWidth)\n",
    "print(imgS.dtype, imgR.dtype, \"\\n\") # torch.float32\n",
    "\n",
    "print(imgS_np.shape) # (SHeight, SWidth, 3)\n",
    "print(imgR_np.shape, \"\\n\") # (RHeight, RWidth, 3)\n",
    "\n",
    "# Verifying normalization\n",
    "print(\"Original S's mean:\", np.asarray(origS).mean(axis=(0, 1)))\n",
    "print(\"Original S's std:\", np.asarray(origS).std(axis=(0, 1)))\n",
    "print(\"Normalized S's mean:\", imgS_np.mean(axis=(0, 1)))\n",
    "print(\"Normalized S's std:\", imgS_np.std(axis=(0, 1)), \"\\n\")\n",
    "\n",
    "print(\"Original R's mean:\", np.asarray(origR).mean(axis=(0, 1)))\n",
    "print(\"Original R's std:\", np.asarray(origR).std(axis=(0, 1)))\n",
    "print(\"Normalized R's mean:\", imgR_np.mean(axis=(0, 1)))\n",
    "print(\"Normalized R's std:\", imgR_np.std(axis=(0, 1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd1f81123c8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "imshow(imgS_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd1f80fd860>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DbZ3GNnTSll7QeWOiKIKeGsuUhmHHz8YZx6gKDS0zA1n7fxnRkU0z1R+LmtmvPkgSaybJK3XeqY5wEnFWHH8jE0czmE8gBlar2YNQU6iXUIqBvM10i6UX5lGv7TeDfRLb1gOfBr5DSKhTyY0VFAn/bELOhaqjqvzCIoJ/YSF+HJczuaQ6WR4U5dNHyIhuxpzTKOBkIpg2DEDmnUbSgOyZFtZpViZB2ygfncdKlDaMMiXpx9K0baOQPMw11E7n7aR4fauqN8o3kCTXyEYOxTG0xGHY/E/dnzXF2P3xeJf1M7W2gm1bFUFkzXb2XKnzaVusuZUR/5R2pzGKU+zt2DYr5WV4iVI1fhYkrldl6hGU+dnItLATfnzWEKJ+xFwUDSPi38oqn1ONViSl3Qh8Fu+8lR/xZvyY9uI1Aflb9D7PxT8/CA70uXhmKulftZomO5Z9+GemWH/NOTEeze1B0kKYtIJnJAPI8FJAo0GOna22bo0lsnKUxXZdEbQRiuWh43Prf7MSfEyYU+aOKsQxvs3sE7GwEkQjBlqmYaVCA8ejjbVqUlrtxZrSLPO1jC1F+Mu0gU6C70ew2p+YdTPYhCccqtciG3GMZkx/cvqpj42IYQ9ecpTdW4LBRCOWmoUWJ5nP1BSTmwzuBi7Al1GIg0gGKZbIkEZgI9d68c7dHorhnSqxPZkQWeUerCbY/MUEIAgjimaryulpNaYNAxgvUlKzHbDYVAKBKViiAmkpUWYJqwGUhUI26+ytkoIbwcbnp0odxOGVNjxS17ZENGYoqVIKNj6+rN/xWIgBxw7qKlh/Rox4WxwEkArzjIl/HFFj929mYi/avXgpXDVs5pM2jTUjOEgD6qY5SbgLH9kyVU5ri/X4+3wEP/+WMD2Ifw1fTnoV4Vn0U21KmoXX0pYQ8iI689+LSDt3ZzF5m/86QtSRJH1F/1iLgQTaZuhBqzKRpx0DSNVZkVRTFTeubWUEx75kccx31XFxSKG+LaGrsomX/Rd0bKr/KQZnzzNIPWRj1lilQv1s5FPsUE5B14wJq7Xv2232XqR1NUJqHO2Sifa8Yl7d5ph1eCKse7ASdWzSsue1/pqZ5phG2EAo/6vnEo91Wc0giy4mZpuf6Ms/QH1yWoz7CUtYqh5NDe+8jk1cTwcGgCvx9vtH8CGhCiGdRTkT2AM4Gl+vqAfP3Fbhx2MBrWVsNbyGqNIdqyiaelJJfTJBpWiFjc5rRfinMCkG4Jz7Lf4engRGsixb7pzrwftgdgR+C7w1y7INZecYD8rUaRF1mUrUNm4zkevFaHbwywhQfJ5U5E7ZQ4mJW9UxIw32aSKVha42Cr+METPnVkqkqXPF27QqtmrjxOU07P10EepOVQkVZagRHK6y4yp0z9rdp5P9XaYMm+lc1r+d8s96QslplXeeDujBO3TBl2XYjeJKWQrz1Lu1AG+eextwjDnPPOCQKejf/Xl/bsIzJ427mGkngbkKIv5VsDkAMH3yAA7IsuwP5v/JwHVZlp3pnDs5/3/SZC5QVn5XL6+4abf5Lyk/5bQdL3ESwbWSrB4qNCYgVU5UHVtLbCtzgsZEy57TOjfn0Ph69jpiVjIX2W1VsJK5YM1ndrxT0U1qo3UH4vPGv63aLGZl26Wer13PwMKGoKac5Paa0hSgWKLCqvDTiehbTMSUMY/pHTl0ZLRtLfBNwipj4J/7HngG0KrSDZvwjCc2h23Cm6PuJSznKMFA6/kqB0PEXMEdVpMs8wMO42mhjQZqRsuswlSYgA4F9s9/fwP4GeNgAGXldu22mODGUR1qE4fKjVcLiCVtOWeGzLdqtlhTR0zcUrWFhCoHdCxRj1dSHcZLqfIFVNmoU5KwHbNmpI24b6m+qhaNojFsqeW47r6cttZsAyHBz/oq9D9mOtZBKmgFrdiEZedLDCXl6OVVlI36NZH51UZrsQBPaDYxtQ7xqwhlJcQAVEbiTjzxX0OYe2IAqimkOW2FL0v8Y1qgedlp2rUKk2UAGXCNcy4Dvppl2bnAvCzLHgbIsuxh59y4Eg4bcTRLMK00G0uyFip/C/WmgPGqUWWDXyNt646dyDFseKb9D0WiHD/8Rswglrqt1F+20laj801W5ZQULVh1Nh7XsnBdKBaos9B/y4CtczzOn4gJRFWkxyy8j0GZoamxmE7JVX/OmIp1DmRCW4P3/SyN9vURJP91hHfVCqYyvWou2ne5yv8W07Zp4wMAXpll2bqcyP8/59zqZg90zh0LHAvAwoWVba1jZ9BsgyB5xVlyGmxrJoL6EEDB1lfXd1y2QJA5wRbYKjMbNBNKWsZULLOz0Twx8Y+Jvfpo98WlLlLMsjvR1k62MibQSPK1929NLCLkjcxzZf4Se644QktMoEwSnGiBt7J+TvXqU208fcjwzua51CefrcUTftX1kZPXVvQUE7BWibiqZ0rwg6LJtJWEX+iYzMFZlq3Lv/uBHwB7AeudczsA5N/9Jceem2XZ8izLlrP99qkmY4i9+pYQWeIY27BTErkkylSGallYqBAT8pk05qBlpRiqmEFKzbMqYiz92smRisxJXSOFZqWLZq7RDKqupecYP6d4m4W9LzH66WqTb+NPBw4/V+MoIWkFw+bbruQmWG1AqFF8l2v5+ew5LfEvYHSSN2QwYQbgnNvaOTdbv/GO+bvxZTjenTd7N752VcugF9q+7Nbuax15zdjKxkPIUoXfGl0jlnAboRltoZn7mkjdkDIzlcVkCX+cb5DKwaj63yymU6XLNv70sVNimyR6EXdpAFCM8okDFXSsfZdTgk3KNOTAU+1RYOM4byKByZiA5gE/cM7pPN/Osuw/nHO3Ad91zr0Pn/j2lsl3MxD+shfbmgPim7KrB0GQyvVgUqpXCrZtCpsTv+MIHUkHlvhZO19ZVVJr144nha4xx+yzksVmio7QVKRLSuOII2piqaYKVePUTfH+B6L90tKs8zxOAJOpriwsuC35tzGVWE2I9BHhH8KbhGYTsnxtgTeoj/YTYsKvyMcsOmbMR9oBbD3Jm2ASDCDLsgeAlyS2/xH4q/GdDHgU2A7P2Ur0kiqiVSXxxVE4sWM2jnwpI24xsVFsb0oqT2kisdZiww8bEVTb19S9alvM1KDoBBcUiZC6biujDFKwae/xdbuj//qOn1NVyYth2jb5NqYOa/Ex/hJc1hDCPeWPjGuMQTpwoQxl0ZCtxqR8AC3DKP6t3ULDHqVi6mcSiLwlEpLCW+k8sXb/Ruv8WsYg6V/brWOoEeLs4EZO47L/8b7x+CZaBflnrGQvZmUXKbHrEdvELotYK4AgiU2Fw6yNNpTVq2ifNQS7v1Yha1RNtxmUvYet1myn+n1vDqPUF66BYOvqKMZuWwKsePzZBFNHo5K7tlRyymyUioyBtCe+WY5uzR7WPGMh6b0sXj9un5Kgh01bxawrYklmIBXCguJYVZl4rJZSpoXEcfwW0jisuUdjoQVLoOgzicc+xbTUVkk36psWN2+HZrbRSqzFE/0+gvavyERrtlTeCJQnd9nQbzuvrdmniuC3IjR7ejAA3bEoY5xi28UYE7Dx9il7WuxYqRr4RhJyq4iHirhpYlTV+7CEPtW/2Pls76XK4axzWuanobb5AWUE3Pog7ILlcf/LYH0bVYymTCuxzCBmkqlM7bjURRttTBarCTWSbGSPNedqDupdto7gGJZOpeL8HWmhR0yhFXWBpocJSNDbate7ExUfxfsJCGq+9ZKn7PDNJus0GsRU6KWQ8uaXIeUIKkOzhKuRBpIilGX3YfMaqtAq84oIe1kERBniek/yHdhzxEyjjTYmg/V4qd9aHWKzcxdF0hVnqVchFRHXCK3w1U0PDQACFY2zggYJYTzd5XUy7KEa+N6oDRRNF3E+QexDsI6cmLPHpQaItsX9S4WNWmLVKK696kHFE8HWE7e1bgSbeLIh2h4vepPSCBT+pu3difZlDvo4mSqWcOLjYqZlHeuxqUgvpK12uYliKYwabQdxG83jbkIdf+u3sz4nbYu/Y3JG4n8MrVYIRaGzlRaJ8fTn6YVGIC7yAz4Eagswo1gsrkY6fEq2ZlvELXauQrEgWZmkG8fLWyZgzROq4R8ziDI0k7sQM6yu6P9m89+aQKyUYqOE7NDa9QaEFMMS8Y/LM4wHjUxWcd8s7Esxi2CDlQ/CMjxb3yeuCdRGGyncT3DsKr5f392EJSUFRf9on+afFVSaldabbdequTw9GICMXVBvuO+kfs1FCOLeMDAnJ/j5tmyGP+UGQijVHEIpVlu8bTPFsr46tS5tuXgskes8KUI4k3TNHXvdmDHo/DOj/6lr29AyCJK8tePLGRozitgsFE8mGzZrJZ7YaS5iO5f6RzZi7jPFROy17HmttqC1CmLNzGoqKvwVnzfOHi6rKNtGG0INL/FLw7XCm/XPbaAYs2IFPgiRa1YLSAkzjYivpTspTaIZc20jTC8fADQ2MFuDu7QDiYARJRDxd6apfAfWQRNf1tr1y6KDqtBIXWsUPlqFMgnBmqskjdi2w+aj9lYCt6GY8gcMRecoq8UT82aLZhaDEZodl7IaTSmob23i30YVBvCx/Vo0XtaCdfn+TnzwQ7ywSZxxL4duWTDFdMP0YwBVkOiXitPsoFBu0iZRZGHz2APSg4wXkhA/EU+xppWYoFqtIXZgTtRRqixY3WbMgOIJlXI+xxYz+9H9KW45DmWLmaJ1gJcladkCdKmks7Koq7gGk92m52R9GfG9id9PpOxFG20INwOXEZZs3IOiZhxboS3ieWmrDaS02iqk3pvUO99KTA8G9STFGgmC7CsxpYgN8AAPE+wFG/PjTGaxjTQVRNgyQoVPa9KRza+T4FBOOTobEXtrfkk5darCIu1+DY+yDVN8MIXYBLPZ/Lb3ssacK8VrIai2WmcAQrW/zaaNvY7OHzvYR8xxetm0SMYQRSe+VbfteDgmt2B3G3++2ISv37+BsFC8lvnspVi6pYuQ9NVJ8AHEFYE1p2MzakpLLgsWsVFuVrixZiW9L8+MPABI202aMXLFyWMxdZaOkygxUTPb7MOLTREx/+nGaw0pfhQfM3Yt6vmZkLLxlUU7aWKVlXFoBWwYW1xWOtaC7CQsi7u36fAWVnuKF56JnWipc9qwz7aNv41mUMMLLHdTdN7W8EteduLDPe/O263DRwDpOGv7LzNZVtnuW4lW+ACmDwMQrLfFitha3zCmelXZPqNRuxTyJLOyhzlAIE529Sq73GQzsF1sFP0yHe2H1hxkzTP2McXaTfy4ZLKpklriUFoxofhcZUs8ttFGFbRil43ikSCzBj837aIu6/Dv/SBFU6regbjOmMV4on9ixGZk0Qyr+Y+0oCz09HmHYpd5HGxv9SxrO0ndgUbd5mjH9p0IdtECy8FV22MYLyGoGwqZtEsu2q5Z1U1SdHfUxl4vFWkUT54y81C8PY5OSB2jdrYvsndKuxgmSO8yz6RUXK2S1UnxpRCzmGmO0fGpOj5x6KrNWtYYlkn5bem/jUaQVN9P0b4PgdCroqeWcNSclPAn36HmbBxsEZc7J7+efYcaQe+doPVQatF3Kzy404cBCFVhLmK7482IEPuMDXD6H5mHlEtg6/bE3FffChezYZFVg1rW9TjEUt2Lwz+J9qWGy9rvm5FAYgIsHiz1WM7xTvPfSlC9FX1RPZ4qqX+qTFlttCGsJcxZFY9UnP8jBCIvyV/xJJrXliBbDV7CW6r8u/7bMPOUoJdCU2GeLdAA/nSigBpJ/UKz1EQUqYMxJzEErm2jiERIBwgcfDMh6SN21kwUsSml0a2U1TlKRczYENA4HNQ6lmLHsCZt7HC2DitJT/E1oViZs4pvxw76+J6gLeW3MTEMEGr4SLqWNP5I3maEohXA+v2U02Mj7myGuiX+VgOwmrTerdnm0wi2RMpUzf2GGoBz7nzgdUB/lmXL8m09wHeAHYHfAm/NsmyD86vDnAUcjNdcjs6y7PaGvZC4DcXMizKkKiyV1VKInwrAjPRpM4K6pWXgrDlCxNJmE9vaHzKX6JKpKKFU3HwqtNNEtNbZ01MEPL6m+mP5ZpmFTUgFV8WTOzbhaDzi0FOZl6ykNNscZx+LNS3p0apqqbbb+GtFGSkKqI02yrAeuAevAQzh55Fi/BUKLXOFYKVoAAAgAElEQVRPrOVCfVhnqsS8JV22koDm7hxCJQILJWqqbWySldWhbl0AWSxaUJSrGQ3gAuA10baTgeuyLNsZuC7/D/BaYOf8cyzwlaZ6Ecdolnlkq+IuYxNP6jj9HqUp9Sm27aWyZWMftJWebRLU5kTb+Bpl1xeRL1uDWMTdJnfZ2GVre7cEvFn7X5WTy/bVmo9svyG8fDbbuhZ9UozQbtNv+WTapqM2qrAen9wl4m+Jfj+e+G4g5MWIwMc2eAhzT7kukuJ7CFF53YTy6rHBQuXqY9i2FhK2xua/6NUW878FL0BDGpBl2Y3OuR2jzYcC++e/vwH8DDgp335hlmUZcKtzbjvn3A5Zlj1ceZEnCfqXFRtjw3gcdmLvwFIdK2JbETmGNapHrFBhhbZMgj2FdeyqXp3s5nrQ1lFqzUixH3vEfItpdBEkYFsUTdKJJtRM8w1BC7ElsxWxpBfAOmXVj6qwUsss4gil2F8had5OapnKJGVJE4j5ucZPyV1zKWoWOtY+3naZhzZi2PIoIwQJvxBBY/7Poejg7Sb4tfQfiu+INQHZ/VbIsfTCarD2fbfnsedNmpS1bkoHIddpkpioE3ieiHqWZQ8755SzswD4nWn3UL6tjgE4547Fawnw3IVhhzUYT8SbahGL8ClxveIaWoRGhFnSgTg6BCIaF1GzRdkspNapGwsJySWW0dhJZCOPIJhAMP8p2acMZkknsZpp28UVT/UdO71ixD4C2/+U1mMDuvS/h/oICo2TZRzWrNUu89BGCl14U+5iwlzT4kj2/e3FC29yAkuQiS3GZdp+DJtgqcJwghXiwL9bg4R5bUNMk8YMXVyRja1IAqD1UUCpdzG5tGWWZecC5wK4Fy0vtrG1BSwslYqpSFk1sxiWwdjooNST7Qh+gU253U11hfSJM2ZjV4a6GNvfxVC0aLS6bSWPqodTZe0SwZf2YK1rnea/9S2kfAJQjOApi+apijaK+a29tl0iM9ZObOSuNf30ROcab0BYG38emIV/dxcRpO9hYPv89wYCwd6eYiCHjegrc0mmzL4WsWQftx0gCDNDFItDyg85Zu7RgXaJv9jhN0FMlAGsl2nHObcDwYDzEPB80+55hHpK5XiSotfQel5TKaipXluOGNsIxG5TlM56HWP2H1O8LshyU5HNBFbxKDEDS3iVv2a7ri7Fcb2aDPI32OM0SSRtWyndmo50jG5FEQxWBZ0b3aLN6JX0Ys04sdM6Rqpeih1iy6vtI7FZxnZuq52181unu9V44j620YbgCOVNIGjfKvUcmzUtCdA7ZaOE9I6PUE57Y9OOoPPqeGm3cZTc2HFbzEXsi2OjQ55GE9APgXcDZ+bfV5jtH3bOXQK8HHisof3fokoij3vaKLg8BUsdU3ce23LKzj+aawbGbyACpgerW1C5acHG1qdgwymtAlRWYC0Fnd8SyjggyipTtqRFlamnDI0EkdgxriGOzWZlsAxPsKagNtqIMYBP/NIqXjbaRj6pMoxQrEMlIl1ldbGaQqz9a7/OI9+E9Z3FZtRkRmmMFsSeN3zPnXMX4x2+z3HOPQR8Ak/4v+ucex++VMZb8uZX4UNA78drMu9pqhejFENWYjVHo6TYwM0UKVjqriyrju8ypT41sicU2DN+QRqFY42C6yhK9GVmkTgax0qwOl5hpnbhdks0ewghZ4IdDrsYtYZLC8FrKJot0xwXhosVMTvh7X45n+PIB7tfzEDnHyS8CHpEsSMOilpCnGPwTHQIO+dgq3eQjXzr6e7KtEeGL/egYARrZhRZsGHHmt9WG9BchGJejP7HsOYi/Y411X6K5Mhqt9kojHTAoE1IFcexERKWSFgVehJwPmDn6YXbaXnGylVhgzVQyyZhKZ9gYzOHqBcnU6EtsWFZT7xRtpKlbtIl1R89mDnhvzNF5qxpQ120FQdtJE4qVEzHdebH6JwDUbuY14kBqKtCTPxtRJKGNE61SLlaYv9BJ8GhbYfLSvrxCxdDoXX2WjMpDO3Y+bvMvcwjMAQd90xhBM45sixja+fYmGW43qM5v/+CJqWryeGMz36Z/pvP5+wr1gCPAXAIcDTw5mlAO4Q+Qi3/EUKpc30032wbvVMSmBR1p2q0UIzoEyxJse+gyEicNWwzjvU+WnK1ybRnlGCuhsAtLKGwasNi9/Msy5bH49EsWu0Ebg0sgbYZGuujdnMIAyXx0Xo2yzwwtjxlTJEim38B1oDdSblHfkbwfFunp1UyZCfsSXQzhghyLMXbpBRrWhqvqUSTXS+A1Sxjqd/6G7Tfumxiu6r6L8TWt9iSZ+2v1qeiReEkD2hchymuSPZMjQy6+oF+NuYEN+u/gK1nv5D3Pv4bplKAO+G4T3L2V/5P3fa9gTdP2VUnhgHCuh5WCIlNK3oHrSAhOVFat1YPVPsUNB9jQUd0Wv4DS75s/Eo2CrUO856Mmp22s0J8sRZR7unBADooNwZb72CXaae33z4J6VXWE2NtF7IbpAYxZfePReqUlmG1B533UYLIqtPm8bsKURMhtNVG4zh3dVGTJ3YazaF82cnxJkpVmYRS0n+rEA+3MjWhqOE2igGI8UwzBb1m8dHATwC44evvY+PQA7z9yA9O6TVTxB/glGkk+QvSGkWABykGTUCQ+q3hQNuGzfZ4m11FMDbh2t9xkqPMTWozYvbZ9smqxfbbhs+1GNPDBLTz8oxzjAnIGpclIlrRVxRSxDe2Q9g29pyCbV9W19mGAwgyxssEJFZvbSipa1vTlRI58KFqOq1uWc4na8roxCdTaBh0CzMJ8fOW98mUM2TaxZM8ltStQzjOMUilZMRSvPqcQmp/bIXTfkv055jfNoFM1+827ecSmKce0SyeGXBuF7yo8EezdVvgsanVAHodZz8S/h8GXJ7/PgT48TSgHTHWE5YzXUsxBNG+I/GctAu7QMgStsfpt+au7Pr2HHPza+pdtRFyMhgA9VE+EGhcLMjGnbCmhN2eaSagFGWJtwvWRpAaHHuOFJHXYMfX0v/4GPsQUuJw3F4zxTIyg7jMq43UsXwN/GRWG006myxlibx4mrXlWx97bJKxUUCKTrC3EN/eRCeNjXooyzlI+eyt78T2ReafEYI5zCp8zxwtYDbwa+AFwG/ybYupX6G2tbgsJ/7z8IRVxH8OftnE6Yh5+fcgQSAYiv7rdbQEX8KSDT8WPY7NmQrSEDOw74VKTVtnsPpTCstFmlXbqxxp48D0qwaqNxvKJWqrDg2b/9K5Yv2r6lpVKBvgsuNsP2S4Hsg/6wkz8Q/4VO4txcMy/Cvdj7cf2phlEbgB6nlczbS1wQMaChHcVLRCytxUdss673hMSxY2Wmg8sCaoGsXHb/tl122eQyjlASXZiH8yWAe8jED8n0WxduXU4Npz/gUIrrdjgNvxruCPA/zybVPeh4nAWk1UP0vlHqywvQE/slaSH6aoDVjTjWUS1vmrNgPmeAjvUzJ8tCtqYCX9FKxPVG1bEAc9PTQA6/mO7fJi2T0Ef0AMy9YtS7b2eYvYthCfS0hpAHGb1LE2tU+zIxX8r/8m7MXmFtjoABF3GyGr+aNkM1vpMHUpmwNg1+8VHsRnRcqJFj8OaRZxTLTMMGWTyTKNMj9CbKGz261yF1db1GIbUJwq9iWUI07S4Z8efp9/hCc4/qLTOetd752yKzrneA9wBPBBYL8ZcOkWX1ztpcfArPOAD3yXo276LhdOM1OQtRBvoLh+r+aL3idL4K1lV3Q2tj7HvjW7WpjeCVv4sS7CJ0b8osaOBms6jl/IFvgEpo8GYG9autMgoWAGlK/+3U0whsswPNE1A6sGVQymCp2ENGD5GHTezeZjdULd53q8ZjBKXcVSOY5lS9TaBJvx5qH+fN86gmSzjmAPjSUYwUo3UK9FDEefOMxNj0rnUJ/0SfHQicxbTYHYWT1iPjbkTlqCyv1C8WWcAn9ay1HLDX9ZlvFElrHfFU/AKz4OwNlHvg/ntsYd9M4pubaifC4+GPbbCuj2WZ43QbBHHlQfijwdkBHo6Dq8Ni2N2hoJiH4rQcsSfxt3AuE96I+OtRoDFH1ZpWZIa7puBMutWojpoQHEq68IluOlwlps5I7VFmzMbJkZiYrtVaGgFqkYSMuxrZcz7rutFieRXv2PqVMXY4lnKkWhZiNRs5TVy0YW2Rj62JQiCWg+YXKLh1mp30pYOmccFWHzVuab/dZ8FQs3KVjNQb+V9FbmIrL+Mxs9pyGfxXSZ+EWs/PnNDC/dh3/63HVkq9fAJe8vaemzD2cdcDqbrvkY8K2W92UhsBI4/wvAaqATLjok3/ld4H+AA3blylN/2fJrTxaafzLJKLjAJkhCMbgwnr+xoD0UbbdzXsKOdfVZwT6DUNfHOvBSIZ/2RYk7pdDB2EE8CUyP90DrAaSIrfWwxL1NOU6slF4m5tnt44ltjK8f9ze2Xeg7Zkh2JukY61mKr2Op4BaCTrpdvSMZiiqrCKWYg75lQba3L+XJEmabSGNfFmvbjBUzqz10ESIxbOgdFB9pMzxX143zEDSktuKirhFrDNM5SezE5ccAzRBUrxpuuv5jU9aXy4ADAa6GgeOhZ3uf1v9VgA/D6RfAaU319anFJvx8fZBQB6iLoI2mAh1swN9QtN0eC8EEKU1C78FMgpYOpEM7rVc5lcVpEYecx1EhLcL0YABQtJVDMXpG+7U9Rtld2AGcKLdMGbuFZjyi8WyLqWfMDGZSr0Xof2y7MdUCa2aVMzWzRC52allIAVEuXRxZq+P1eGxUjo06irsopBQz8blUdE8ZA0jx/2F86Kxdn6HKFzGtsXw/WDU9iOqF28NIDdzx/v9+j8DXyJ/NlU9jxxpgVv7ZQFhPQoRdGb4pjVXuQruMY/yuKAJogCBAWbt/ASWRf0l6EW+TyhLvK3OUTQLTgwHYWkBWvSkr5QD1g2ulZGs2amQCSnkcm43+KetbjJThWv20Myc1M+M+6b7nEJa2lL+gw/yvQZbvl1NXccoi7NJCNTTyF1iCbrtj+Z91SMfrGdhHYx9R1bBqn8I6bQalzhkPQTeB+K/L9/dQzKuw99eC0ilTi1X/NqHDnDsAWESWXdCyrtz7SLGI4RJgp1PwYvVv4e8egVuAq1t2xdbCrrsremrntq2zpXkfuyEVc2IFeDl84yCDOuHCxjxXSR4pqcg6tQTrlBCtbIFEMz0YgFZegaKxd4R6wq5wljLp29oEMN9V0T3aZs02JH7HD8TuG09IVnz+Kntearuc3Y+SZg7yJ4zCYEdxlxUubDlmW9rIVsi2i8RYdJnv1DxM8dEq6T6GHnHK6tZpPnrR98z3a3U2uZXi4flTwQ1vgv3eCxz8PoK82QNc4IvDvfCr8EDuI9hqT3iyte7YY7aC7Mnwf1/ybpwMvNOP6Zdods3Xpw4ZxcJrUEwOtNFylsbGwoIVYGzlGJmEUr4s8Fp3NhqdICXhQ9oHYMsJq2Op87RInZ0+UUBCLAFDvTN1OLHPHmPDQJodqImwwhHzSfkjmr2uFW/jXHW1ia9jw3LisAXtzyuVAtRGQ/dE4B8hqLPx4jSQ9kPZfXZ4rRTUKqmiGffMCHnMv9sNt+Rytj1hNeBfRPt+TQ9Jpzlkq57Ffpd+HA5+Ad7w8iN86M3V1P7VG/Zmdfro/B5gwZP/F7Y5Cn5+eckZJ4Av+DHswWcAvwlgJ+AlwD7BzHJr6644aWTAvYQaPEI8L63UHrsPMdu1L07CrRLsMx1QFjGYiuaJGULK/mRvoMxfOgFMDwagWkDW/q/v1CDYeHvFdlnmoA8Un2rqY9sK2jZS8RFSBFv9tGmpKRHaThLZZMo+sRO8Fp1Ds1reqWG8j6BGwSElZcvmyw0QVNshsy2OKLKntgqWjXZVuzJ/fQw9MoWP2mHQsNhInvg84f9auO8f4OxP4pZdzNWmfSvMpc65us/U4JW45U9w+qJP49xvcI78czvO/Z5n5Tb53XbfkTe/60sMkEdlPv49an9xWOu60Qsc6ufBcmDWQuDt+b79gIW+AufNrbvipDCIJ/5QfOWsr0pJlZq/w4RF3TvxOTBSoPXRfNQ7IlPRXIJDuTATRgmONFvV09KaspchrtNShq7oexKYHgzAIjbDWK6X4nwpwpg6n0WLHCh114lNV9awONFzWs1A6YxW4o/jQYfNsTa+LfGkRbxjYUVWNjm99Cnrov22547V8GZRK/mdchqPnfecR+FNn4XtuuGev+E1e1/Mtm+/Y8ysNdlCdke+cFu+964X8713vZj/OuXwhu1f9Z8TW61jv9O8UeW0B6vb3XbZUVz6zQ8D0MWuwE/5140TumQaBwGL/ZRbBbCM8DAWAL3w1hZebjJQ5I9FJ8Hha+NIUmZIa2CwFmitpiefUjyHkgUUh6PvMmJvOxZ35ClEw0s6584HXgf0Z1m2LN92Gj4zXKWiPp5l2VX5vn8E3odf6PH4LMsa+4kcweGrgYnNGane9pp9MhqnjHtEv62T2IqX9qHYmFvMcZajQ0hUW0C92WY18FKCSBwbzK1YGxsU55CeJFYsEeG3mobaiOBvTR0s0daLUyPk0tkgJaJtYg7Wtl7mXLXSVKxk2TZl/8uibO1jHGu/GrjsjWN1a7j1HTDvWp57Ffzx4JKLN4na9W/iS6cvZc7u+8FLXgeP3s8Tb1w2tv8ivHR5wtvvh86d/HJIt/4HjrcCf533eBlwOVn2u8pr3fjFS8bfP34JvJI9Es96whgBXgWDK/MaQGuBF0LfGbNY1L8Jun09oBWAl4/LsjSnHrFCXiMkRiqyR6jSCGO/lQ2bnkOIeItzAsYwajpgnbVlF7OTPeZg8YthU/lbiIbVQJ1z+wGPAxdGDODxLMs+F7XdFbgY2Auf/3MtsEuWWXdS4ho7Lc84Y1V9mFPqf6okM1FblWKOA8+F+PiUiBhTH0XeCIOE8hSinPE1zscbUGPGELezk8FG+cTt4z4ZG7+V8FPStt2mcDhtU2SQvaQknmHzvYAirxLPsdEitss2+sbm7MX9sYnTdlEOCPytO2qrcyzJ+1Vqkln+NVj1vglXzXQz3wlbvl2yd3+8PUSk4f8AHyAYtb4PPBtfhGIY2JssK0/aeuPJN3P5Z16Z/7MPN8aH8S5Yb4tfAtzBK4G+hgymeVwOvJGyYbWVQadDRWER/bkEU8+dBKFFjlvF8a8lEHcbgKg2SiLT6xhXBrVVaWrkPrbY9pmyoSrKIkVfLGJBczixD2DF5KqBNjQBZVl2I81nfB8KXJJl2ZYsy36Dl4X2aupIG5tonaJE260+Fhvr9LEUosu0t5SIqJ3VDxvZK0StVlN0OndGnwvXeseZvUeAOxLXsNe1Vc+s01uToIPw5PLfjvCJJaJegjoroj0b/7KkonxiHqXLDpJOrUiZfzC3ELt2YsTasvokSSsWpLpNuyohC4BV7wPAuefw4usbNU6glPiDJ/57AvsAuwPvwI/2Mvzk+BhwEAvuvce3e8XJlZe68o67zb8y4g892xcD8f24/hd7Lj8I555TeQ1hfcU+7+MoJ/4QiH9o//Sm1nXhBYFZFAUS+ZbEBDrxxF9E3q4VPIQPJx4klIXoz7fJJ6ZXXa/omEm/SsVN+RlTNyCkBNwpCmGbjA/gw865/3XOne+c05gvAKwI8lC+rQ7OuWOdc6ucc6sYeiQQ6tgLGMMSypjg2rjBVIzWUHRcynGrY+JzWhE2V+92fwP+fbeahpjIdsA+C/wI6xzq+9IG96hzxf3X/0StIMlgqduy2qN1rtpLpRQY22U9lphRyHI3Eh1n+XI89yXpi5fPNu3jqAwxrfh+IGRoNhfo9UdmA695uKnGTUJBhf3AbYTcU6PDnPYt1i75C9jmSOgeKhYHi1C75jq6Dk0xnGcV/m1+JMhjmwgmuKFaF8U1Azz6gBuB84Cf5tvmVfTjTxUSOB7AP4mUscCa6G0Kjoi75pqEC5EMkSf5wwZH/bWy6D0sRDWUwcYy287HnSnTClqIibodvgJ8Ek93Pgl8Hngv6Qz7pH6YZdm5wLkAbrfl2dhKKBC8j6II1jNubeZixamwK8sYoBgILFgRNjbTxKYYKIioZ/0lfHpj4hyW23/vLvi33YuL3K7GMw2J05ayWvtK7C/QPhveYH0LHaGihqxl1t5ZJuH3JLZbx2kqLSMeFnv70jTmRPs0JIq6mI23EUIIQ4WiPyFlObO3LMYRvydZliUl0psPdMBbIftO3b6JIV4xaxZ+qRTp+Au8+HP0d+DqS/Nw/n0qzvddald8Nz/vP5vtTxRabcrX5hVE1PtH6iWKm/HPYjF5NE/V7USYBUmGdSBe7/nMOM41lbifYoSPCgDaWAkIGqX1e0EogGgjNEfMOcHPuUJNfys6W5XAqhSxDxECnYrNRWqbMvXo3Y8DO1qACTGALMvGNEjn3HnAj/O/DwHPN02fR3FRnjQUcNxJ0NPEBCBttoGi2JliFNa5a89jaybb1cZjxJxa5+uCf/wd1Gab/V2ELKTZeKngvbuHiWId2vIo2XN2Uj9hypzG4M9rNRZTCiIbhVq0zSIVCWHRibcrq2aQLttNcQXOZiH+bNdE1SOTzXYdxXDS+PyaGnbfMPVF4aDCH5Af5fa+iOyWI8dxB/WIH43HJopM4b/hmI+Evw/DI5zMopJznnZLxml7O7wbrRw7bQ97z4eLflHc3tM5t85WW8VuGsES/wV4h+9NeIbz0+QRTy0UlrmGUPa5m5DPIhnSLook8pKy/Yv+Wq3VloYYgynBkvQGx6boFFLMwW63dEzbxaVaiAmZgJxzO5i/bwRkvPwhcIRzboZz7gXAzvi6gdWYiZeKe4BF0WcxXlTUpydvq6gbSdGyKegz17SVqLgIz6r68+1LoWsR9Q/C6oGW8uwCvA/mPB+Gh/Hr/FoDtxVHO4Afr/W/uwnRONZfENthUv3oij4pG0+MjnDuLP/EqQ018x1LPwBnz/wyV9znh8l2U0Nqu1cFSfuz8Y9yD/xjWJLfxiPA2488hQ8SVpmKXTUWCsvT4+5lvFLMj+DWo1g9rmPq0ex7eMrBcOERzcndpx3+NgBuv+mfKlodzv2PxMT/2QAM5aSuyr4/Hthn+7fAu/DStjAP7/l4uiABxZYhf5AicRczEPG3OSxQbzSI40bESEYw5o3UpNeJ7b6yl8Oq5mVmoNiEnUoOm6j9xqCZKKCL8eEOz8HPrU/k//fA05bfAu/PsuzhvP0peHPQCPCRLMt+0qgTncuXZ1uv8msCW247F8/V61TRmANb9m0JstXfdgA6L4Yn31HfgR3Ww897i4HvCim1eeC9eHHjB8CngIcJ3Do2rg8AC99GT/YdBjYSGMDP8T5C+yAVRGIRSxZ2Molt2xKzNvQT6n2IpiSEvtVtXUZdOBhY6RzwcmCYU7JfsI5Q1lmWb6vF6jxWShejmA985KphBg9JE8KTyM0Jx1zI6LlHsibvn3WJqm89eCawmSAPQJXUvzN+OUWLlwP/3VT0SrU28XHgOjxL6ya4Rh8rPeLAc67lug/+VXLfOfcN8aElsXEtjd9+FK75Mdw9b1fOvkkF5Py9fmpdxsd3mHjFU93z8XjN7DL8WmSLtgKXx/MtxS8Us45gCnqqooHuxjty1+AFiH6KxQBFDlQjSrCm+TJLC4Q1NqzJKAOcyrFvwWvXG6m3HsTx0+upZwQKNbIeZQtrvVCYuSIOLbqYdBTQ9FgU/i+WZ9y8CkZgVjcM58RqLkVfygjBoeCAbAvFjF8b1dNJiNVSjONWZwL/mDfaH09Ccqfb8idYcFsXazfmx4k6WiPiBmC3vwW+BI9n9UlX9vp9wG670JXdR039/AfgI1CwAdi4YcFKAtaMYwu+6b8Q63Jqm387wthZd4k1oUhSPwBY6XYgrEK1K7M23MPfbuf3WzNnPN9HonON4AMjn1tBSL+3Dbz5dDj9RDgN2O8zP+KGf3hdoehkL8H3oHdje7wUmgEd5vwPHQELLn4927of8d/ndfCiY9IRNRNhABef82HeftyX8n8p5lKPjXghpm8X2PG+8uu6vc+FWy+k64BXUbv+08k2i474Ln2XRClYW+0KT/4Srwn8kQWXZHzubf45LcBPRWliSwkmvjK9RPf8UbzU/1bd5Tnw4uPgLjxzOOslwBo44XE4m6ljADW8i/1BfLavonQk1Q/iXynFY6T8qTLr9BNe1dhML7oMngGkFoUfq/OTCjKBesGuKvonZc62vkB1bjEwIxeER2FOR7inTe6ZwAD2WJ5x7Sr/JCVxWxtY7Pi1tnltm0cxMco6SYfxUTnuOdRHSRwO3DC2/aAs4xYVUdtIwSa3dIafUGvdX0D2c7+2rxCbZm6DA/8Srifkqw3uPcyiW7rpEz3K+9uzdX1FTSkj1v0AQXCQSbBZiAHYl142ecsM5gCvRhpAhE9lcOrfAjvBMSfg3utv7l9eWK88WX72D8CzmwgT/J8DvKPyrdfDpcB1WTb2SOdTzFCWhjEHTxz2ys+fPb4/bpufjZ0zW3M4fbd9n53/5lnUHi86UyevAXhY4ewQ/Pt6Nt7+fjOQLWfMs+6GgeF/Jruz3sxzxn/2c+q+1fE5+x3xJW685MNmy3MJjDpfNP5TD3HmKQvGtLZ1eALZj2fuC/ALvpTpGscetBvnXfNLHgPm7AKn3gef2g54O5z9FTgBb0k95Gz8wzgG/gr/vJrBJrwvQXNkIcVoaWEQuAZP+BWGqTV8RZQlS+1GWPhIz0JuORF1u7aFzQ9QfX/rL7ArftnVXTOor7yLaZDyJyoUFOpjtCGoJtIGdgLXEZoM67obCRxuRv5OT5IBtMCK1AIMw5hRNuUckfu9K9pvCa5NrhAl0xMdeyj1IXI+WQckPV3tHLs/mXntbGvoU8XN2SFgB273xD+nRrOAWoeXrvSc7z/8Irr7jyT7d5j/N77pzbfOYikZGzry25gBg2tgYDdPZGq8g9pnvsVOfw97dHhiOIJ/WTRH7ngY9tzBT9C+8hEtIA7htPxV9Q91GWMAACAASURBVHeEGvCvPy850amGGJ73EbLz/M+x6Pblv+KG25ayBi+p6UVMpswnsFcep3/Wcvhkt79vOaNt2F7sm19jzmGJPwAvvIwdFzviSJpWopfizOrbBTrv86FxQF5LATga9tsLbvxc2sOx7C972ee09dx8WjkTWDMcR1XbtYLz8954OctO+ZBf0AX/HGbTvEP4c589mXOXHTUmXB2zEp/Ns3uI3DrkALzxN8/yuXZh9Tk3Af+GN9/05996novxoYR74PmkAmrvxUvi68KdMUSo5impfgmeEXRSlPDjZC4IGqzeJ51DzuNYg1DQjebbmBVmS9QoRkynUppArbh/3q4hh2EIWLsxN32LY9m41gHImrMWVmJ6MIAnCSNre6SBs+pR2Vq/1hQ0Qpj1QsM7nQecDnyYu7ZywOs5PvshZ4tyjkBthifKP8sydsmPslm0dxlp8aBL/kj/qTfCGWdyxzGhKtTVbgfekz3MT8ntk4VqWt+Gk77N/Sd5Z9uldX38EYdkr+Nu0nlvcXSoIMEiHgItrRijtvyU9BA1wqoX8SoHt2fZmB0/ZeLcB19LfjFFp6JwQk4wv0f9vIfwqDeQm1YqO9Vf+Ld0hw5WP1yeZDUR/Mr8dsCRO8Jl93mCVog1WgA3Xgg77X4u8Pd157ntYSqJP8DaK97YsD/zZg/z78s+yOX31K8vkB0PnFUtqc9Zuh9br/QCJ5fCotvwYj+wYge87+sd+HjQi/w8ffNnvbY0D1859JZtOrj79CdZ+hboWwBLOoJNvdt89CwvwecpqCw5FBV6+9ovJJjF5+KZ0kxC2KaeeFzjX1pEbFywjCPOubTvFuR+ALsB08A6bK2NKeYi9pic48zZpbhs5TAE+7+1WVkMMmlMDxPQ4uUZX1iVtolBGLQyl73a25kFwcAtJ/C4sxX3Z152/VhUxSz8Q1p/0F3M+/7u9OaO3X5g/QPA4ubOf3GW8VO8A+vyw+6AK17WfJeOHuTNX5/NMD7VHYKwEftLVDYhJvR2omPaLcp/3zjJrM4/Zhn/RHiJPkgw0fTgY8ibWUjkhiwrvMTWHNadn2sZfu3aE0v6/OYd4NKS5K//yrKGUnEzJqAsexknuNs5u2FLtf87fK899J4/SBin0z56OKet/H7i2HSOg4d3+vRsBUNPhtfpJLwp5Q5y4tXEO3+Rcxx5Bb6W1XXA0TvDA7/mLYs9wT8M+EF+mtc4+I/Pw84n+sLVvXiF/pWFM/6Al2aHjWXV6lXWM7X+PkWaSZBZQIjp6CQwCAX6aZ8IfEz0U0YFS69HCOHONkRfx2wwbWtyAD9aNnLmpPZElutYKa0HemaEfmdbKNq4ZL2wDmNL95ZMcSmIpwzSy6D4dCxiBqEnLu1hAO91twY+Gf4mJPR1shv5YiNbvANmaCOwdHfWb+O468jbeAN5rfTDz2/6rHvga2a8E+CKM8fXpSs/yaUHXsSqWwPBnoN/ERQx24kn+AOUD6W228iIXvKFPyYJvaByAltF7AeXfIAvfgrmGef20m3glI8WyYVgfR0j5tNvtse1iCzuHCP+zx7bdsgr/PcrncO5F1bfTBNw4yD+vv0XCv/n4PXPS+6DA1fM4rAVr+Xr515Xcmw98X/so/q1FIAVnfDEqpBIdhWe+IMPz2sG7wN4A3A+uPeAc7/GLQ5a6eWoTLVn5u5Er829CD/S9U/z3DGiXsObNjT3hvFanK0820cgwLHkLid2T97ubnxewq1405HmyExClHgsfMeOYglQ64B1o54Zb8g/m/Ks39oo9bk1qfBtdRKK3EjbpdL0+PdgNp6xZA+bG7U+Th1nz5W65gQwPUxAViCxFMs+pVTKpyAVSXejbCUdM5Oc2o4X1/LT6IXz4ahf9H++uRdnfDN9ZJDU6vMpl+AnvVf3hmGH18PDPwJej5ehKtA7Atd/gvV738Dbsn8fi4bQi6O5BcHGKgOUTcDanqJDWUNYlqQ0HiiCtp/6VT1fdUS9WWL143DGyv+q2z5CMVPZasJWCPrOv99Y2pdgYgpW+isLq5j8Budc0xEsb/7gP3PpV+IM4ICl++7K6rGwzBghw/enMGajFz6/C7hrNgE/4eI1GW9vUqNcM2wdwXDxptfCx3wfj8cHIgBkR+DtahxgtqZRYwIKMz4v4K7knp8UEvftanSS32p4E5oilkTzRswx3fj35iaCWXME2Juin2DIXEPEPTbniLbOJwhBQ/goRGt9Hu6Iog/twbEVogyGPrmtg9AizaNg6kmpvVC/VmsL1jidPhqAbjS2dW0221PfCgeZZz5Sk5Qw1gXcdVuLOvpc+PwJDVsN5jLXaZ85vW6fTU6BH8HDP+KPWUaQ08BXfKzH0veeyO6nXQD0sQzPTPbOPyvyz95408ge+OiIvfPfy/LPbnhtYUn+Xwlae+N9HJOFXj69sP0l7fbcpvo8NbxEZgPBrN12A14C7B1u9CZ8oMH+5zXYH1Ag/rt8gDiYcvVNv+SsUjXKE/8bbnoHS0qv4NcaaJb4A7zsK78v/Hdb/QTmeDPNFzEa0gDwBWDvn01Z8bY08Q94A57xrWBsWQGWEl5d5YMqfkPROCPmfz/exLSWoolnmFDgTW0fxGsF/XiTq2zsyh3V9WyNSSUazickG3YBCzqC2ckpubOLYu0eS59iSX4Yenbw79tmYGBLnrW/xdzAhuhcuhFZNcocyhPE9NAAHEFXs6hR1OGg6Eyx7XthVo/P0M1ycWHWHOjMnU/ZPd9rUWcP4aWvKpLqFLZ1PqvztJO+brY+C3hijL/Z8kf1YZJfKv7d7u/g0S+w+sTd2P3sXwA7FSasHGMQMmrtkEmllmTeTSgLPcTYAlAt0QDknBMjWFPS7rbHq88j3m9TJWzURg9ek1l4UCqIMO5RFXob7C/BfelF3E+4qeKYhS/jVft+my8/8i2OSxbu9Hb/Iz74cS75SjoXoCl8An5wGHAX/ODI3AD2aeAvgEXw0UMnfuqJYg2w6new6PkhsEVQGQebZS6pvZ/g7xQ5WJy33YOQuNVPWBXMmt9tzSiFdFpHs02KVIFBqzHX8mtZrUKMhI78ZNbxKxqlMjNA13ahH2PvgwiB9Thbm6cdoDI77iQxPTSArSiqVCLwcwiZPylIV9RT6obZz4Ge58O87XzkgSRc+L8t6uxO3PEvaftsEXmC0MI3m21PcMw93rG5cKxfzcHtszT/tSd3fexCYHVBWpHFS8MVJ7gswUv+C/F2/j3y60t72IOWaJTAs8jw78QSgl9CUBBjsyUE4kcfvwfdwBmf+GqDs0yCkLYaD97uvxokcVzylU+XMOPnAS9gwUJ4aV2tJ5squj+85MPwDvisNn0s/36Dr9kC3mW2Hi9RXwKcQ3VwyUkvqe73r055MRfmPpYjty/uOwYYXPi9Mcl7CX4+LsHPSVVt0TNX2Q+bX6mcEK1hfSvewX0vnrDa9jZP05qZyP/Lxr8m//ThGYneHRt1Lo1W6LSUM673pYPEXbrHTP5eGN1I0Scp1UU1qO25hqN22ifaN0lMDw1Arn7Lmu+nPl2vLIxqBFgHm+Su74VZO8LsjvpgocnjNrjsH0v25Yk4Fg8WgzmP3zU4m8ri47PjwUVexeyq9+e/9oEtN8IOx45JR1aKgaLkL7OhVF7rYhHvVHmF2bSijswTOLyKr/v7ltmbV0dqaCqAYvE4CPfTS/BjADDoLbhnffSvGWGIE1f+9/i6fOhR42s/hp2BIZbu8ntW3ze+I9f14SPTEjjz81/l5BPfXxLe+hAAax8MYxkQSLdzPwN+xqfwQQqfAZ53PTy0N9AffCOqbrKO4JuqCi//zC8qdgIvOuN/x35f9Ehx33Lg89lbmAl8yDluz7KxuoxfwJuCzjkVDvmUp4USkOzcVnJXJ4FoO7wA00uIJZH/qEZIspR1hfx+O0cNze4o5hboWiOE+SatZAiobTQboEiMcyLuuqC7G+Z2hHd+U14VINNFxJls0qo4lt1m4v/HOGALCNv00ACewFOetXjKsJpg87Ic0OpmomRrKdrM8uifTevh7kd9qGSZDXpC2O3Eip1LE9uKDsFlwGUb4a+c45XOcS4+U/Ri4H/e5ENEOauift6++wHd0LNgbO7JmSuJxtpMVSVRE1CRQSKk8pHL3LJmtDWj1YO3jncDAyZkLiYuJ52yf+k5xLis01fBX3qxhwF6/Vt0wsprx0/8geM/VPTpnP4ouIOuw72nkaHv18D4iT/AjakEiBwnn/h+dn/Js5P7Zs3YlnkL381Z5/yIs877WrS3vnjzED6K7SDy8IIdgb2CJubwWbgH4iM+J1M9NAX7RrzGOU50n+NDubnzZc6x04mOJQc5LnKOc5yDMxwrCNZfFdfVay+7/p35N7kdvY/wnotMKNxUZnNLT3uBng4vJM7tKFah7crPJX+CTFBj5qHRfIOkL+vRlqifc6zhYejfAoNbYNOjhMk7TODXellFx+J4bqGLkP5ul8OdBKaHBiDzd1lGnb3RLkI55RGzX7OkGz+wgzCQz/JZ2xVPWVbnvCnsvjvcU7JvxXvgmp8Ut+W2e+F5zvGjA+DMk/AP+24YXOuzafsu8xEGrzqjYhG1m84HZsM++zFCcPDZsGMb2mmZhJX8IUj/EEJH331hITNtQnjdfXDldcBx9Y7G2LzwmTN+VnqePShfV0OWwlkAd0zOGLpiv/D79FE4bW5rHaTnvgmOvcxsOOK/2DBkLcoWH4AXLuWuX3wksQ82bXmMTQ9+gxOO+0ZT1z5zX+Dv4WuHwoJd8BPtc/DlqN1UrOr72HkdXP+9URYvm8XuKzfhzVefKLRxKz2TWERI6OsjjEyNUPtHCVuPECRpWwSxD+ga9Vn5UPTBKmFTsIloNuhGjGIBIXoOPNlRVHldIpgieIT8RcuArk7o6oKakj3sMTpP7NOMp7O81PrdwHw4HkwPBjBK8AJZ21lVADsEfVXbjC9gLL6sGzZFy6ROmPgD3F5Rq/2at9ZvM8Qf4KFD4dIr4KVdsPIaiPWJxtEZV8NuX6Brp1DDxM6bOOzYht5pmFRbRcvigRcolgP3f6CZFK1qPDjZWss54qIHFmPVPQB+USFON4F1q4Hctt05BTpxgfgDXPJKBgdvgA/ul2j9b35JqyTeCnwXgEPe9VXWrB1g9fV9/pgyvAV4AyzYCrgdH7lyERyaKzebCPZ0WTSqxn082FZF+K7RG/cQqRJ08XRROLOt3NmX93Ps3TUEtGsGDG2B2hDMySn7cC3fjvczWBoK3uewAa9JrDPXVFSRtAlFJMnAkG0kLERgnG2uO2cMkbm6BsX4U9mirKNu2JxPL65U9F5wcyCTZKcQwhYxgenBAKDoQNFoxxl0nYn2loJZNm5zyhtp8uPBnHrL63jwlit8N5de46Oxx4+94J6L+eAJR9a5Q+wE1/thl2y0iVOx/2EIH1vNlurFSJrBYP8QDKQ9VMqPqM5obYyisnjtpM5z5/mfhLN8cbaqpLKWou86/JrCRfSs+BED17y+sG0e3kL60X0vZ2UeYXTlN99fd2wK7nh8MgBAFHZ74ZYhjpwxm1mEV8VaJloHH/3m0UMjEWwVIQRTcqDo3pj2Pgfo8Pt7gM4ZPqNWgsHsGX6OH0LwfUGRxioKTiahtfn/oY2GmM/w+zYAAyr/nojSyeRQs1E8OQerQbHwm30pteaI5brSbHph3nN8uGhNNimrObQA08MHAEFql4lH9jRbqzhUYwvHxO55mx+gsKoLywwJE0DP5BTlS/FZlLsDi0/pIFu3K9m9MHpwo3WgDLZfxlCXV4VVD91GPEjql1apYbLpEYsIkTpL8NL/3kBVLftm0Xfhj+HGNKMU0U8T/y9yQ4tKkzx0STqzOEYNuOyGsMR5q6Tfhrjnn5ObRfxPelPYJsf8Dzs/lDji2Uz0NT5qZr27dx7lTuCJ1x6zhfg0wtuWtr77UT83ZUoX8QdDc836FjX83D0A7/B+J35Ni73zpqKd/XiJ/058FNR38u3yhW3YAoOPQjbIWFzpwKOw+g+wXlm6dnV4G7ouJ5qItL5zu76L09nxF+6yi1bZxazm+uPW/w5qa/P+9BEcE7mZe7JoOHOcc893zl3vnPuVc+4e59wJ+fYe59z/c879Ov+em293zrmznXP354vGNy50Y2lBXO5BLN3aNFIhUnafZSTDwOWX0yos3e+wxo0OSC3sDafsVvy/7RmjuPm/xC2Bjqvg7c10YMZiqPUxvyPkiNiKGJJm5hPmFfj5pJC72fn+xflnbv79tmau3wzW3gzXNJdc1VOQSvt5lTu3JUT4eUfUZxaXYY+9QoGEFppXK3HYMR+r3P+Z2GwErHjdIYmWf2SCdU7GjdZoBjKulAsatavDvI3XQBkTD/JblqFgBX7tgnfhnd6yJqtEhJayXJX/vmUU7t4Cd44Gx/KwLZAle5gl5NovR64IsdUKRgjeYmWxAVkcxdjtyd6IGILCi2xU0DBFwq/zpwJkJohmRIcR4MQsy14EvAL4kHNuV7w76bosy3bGl4tSVeDX4uPjdgaOxS8gX40ZhCUgFxA4YQ8hPVCfefn2Bfm3yj5L1LUicA1cD/Dk3zRxm81h9amHN250fWLVMeCMMufxeLDlHLr2eh3vwj+MffGGhH3NR1m+sl3OJWQCL81/L83/LyfkBbQiCQyAB3wS22HvaiyFD9hksJecAQvnJsIbm8dh+HjzInYF4D0lx1x9nte9nHO8ZZIZsguWv7ypdpffnNbhZ21fLi+tXj0+58p4ddXVwNfxFtOPnnct/3NwdfuDtqven32+en899vdfH79xrGyzQuPlyJ1HLv91eHOQyIJWlX3RsTX+yjlOdDP4jHNc6d7J5TMv4solt3HrqJf+7xqF/mEYGILBAVg9mtP02AkrU42Ie+xjFBRrbuP4bUawihttMO3xTCEbICQg2DRmLZRtzT7QEqJv0ZABZFn2cJZlt+e/h/DVbxfgE0cVivAN/LtHvv3CzONWYLtoDeF6bMYPgmK54loYVqq39gxVQZMaNcd8auBmQ/cMaF0t+FlwxGcbN0si4SCeEEapXXMUR11VXNve1gCScGCXTLT11e381tDNJx2ENRlc/s3mpfBZAL9Ym8f2eYzHR3AIflL+4Hg492i4qzDjvBHl6/WH5ejHubqsqglh7apiGOp/1HMjj3vSWummR24f+/3li4rhwIcuDfbPfXbZld0X/jVs9drkeY7Zt156rsLdeJPINcAFwMpj/pq9rqo+5uoGFTFdMmI62Gu7jr4h2vcz//XAxWPV3GUR6SFEQe4NHIcXWta+p8b9znGUc+zoHJz3rPxceue/DVuOgvv24oCO3Pc1nJt5auFT20gIw1RMtVLkRWdm42NmF+ElKAmhWorM2v9t8oLC8+LibqvxCRmDpq2CV+waKNZsJCeGmMQkMS7joXNuR3y48H8D87QOcP6tLO4FgI27eYiEadU5d6xzbpVzbhWPPRJsWnoAsqONEOrl1qL9UKwdFLm0l7ywNbVtAkbgkhXRtl2bPPa7TbWat8uLufzs/Ru2u+2Q7Xilc2POMrlINFdl79diGfPxJiC1lYloe+rdKE8VDjOLiGwCOHgBcLRp0Xh69v3yLACuxDM3dza4C2D3Qgno1EJAFr+mWSFBBdxS8TsbE/6L15xXdqbGes4PI9Plhv5QsuLm+37JXQ9eC0/+JD4MgPOqylEkoPW385xKWiewxAhsqXbBq0raXF0oyfAIfg4fjZ+vN+Y5Azc7Bxc8q+QcwG5FM9uVf/Cy5iwJjwoWsQ5WEXJZIIZ9hI/r8tE4Y7Z8K3XZ7LEyiPCLXsktaU1FooEj5n/qvNbhN0k0zQCcc9vg14f+SJZlVebAlNhW92ZkWXZulmXLsyxbztZ5TqdNiNAAp2oaW4+Q9sk2ZjjwyGirw5wWUG9vLav8ODGsv+9/Oez4n1W2eeyWXZENdQX+5bC3bktDSGqylTZmEzJ/Z1Gcj08lZi977tjv/bYBrnIc9vWNpkVj23Znb9Fwdf7Rja+bZRlLK3XSd48FK74ZyDYcTrZqWz4KXJf9M0+cAqn6o1uXaCx/vPT1ia2NGc7y3YsxSXevLlv6ZvKxHEOEdXV96Y7W5s8Xr9QIvxljSIrjuNw5TnWurjpvFT7//TO4OMt8ciXAHbn8aE0tVtiU40CQ9J+j20r3MPbCOXUSs93SJEu/5Cy2Aq3+6yNB2JYwtZB01wLi1tQpnHNdeOL/rSzLtErFeufcDlmWPZybeOTdeQh4vjn8eUioKMOT5mhrX1OmnW5YA2pzBLoo2i60rwvWrfe2vtYhKvOwzQfgcR+DPWfFuxm8prnknMngoFdsy7Z7B6ajEg9LKKr8Ygp6jfWgU69P807X1wJpibMMe24Ftz2Z3nfRVaGK5Y25L2D4jrPGdf6++4sE5b0XND6m0YIq8I2xQMVLATc3LMyy0pWXgi7Ds9/coMR3Cc44rSjBDv3qypKWjRnlgcB12XPhh7/HmUJwSvtTaQ0FBJy974fgpqmYz82JGovxzlpZYSaCE5dE2sEX+6jtuahYLwKKCaQjeOVMCz13Q+cI1GqwycbsGyk8m0Mxrjp/6Vxn7vy1DmRrudBvnc+aiFTUKBZ842y2SaKZKCAHfA34VZZlK82uHwLvzn+/G7jCbD8qjwZ6BfCYTEXlFzG/RcDtAGngrEdemgEEj7y4qtEQBltgJwuIJtTjJgFncGLsWKn3zco1V99qoyeeN+Youxtv49f6qdZX1Zmff/L5reMj/lBO/Mvwtn2816I+XSiNkb7JZy4HzKbuGY8Ti17RbM+rceCKWey5vOgQHnpZmRu7MVYBzv2e10VVQFUi2Zbd6AcO/NCeE77Wl19Rtbe5iCUt7AITK+Vy5jGJQIyrzi/6GK3J2UbvyK+I31cbJqxGL+1BdEimGp3XOJKzDVH79eZjzdhK+lIZ3ZkUCb+Nekz5EyaBZnTHV+KXNj3QOXdn/jkYOBN4tXPu18Cr8//gFyB6AO/eOA/vr2ketei31Ce7XJA4tWxmVlWKK0d9rZXGjZTl16N33sSipL90kn8E449+fy6wF32E4ZCiJP9VLT/v2CIWfwI4dCfv+Gw2W3t4wGf5Zbv4fKd4kZXx4TFkmjnriOdWNy1B360TzzN/1nGhQMNPr9nEbatuL+yv3VWmAVTjIPP7XdE+vVqqggmeHh1SURSoUfHtD93aoEETZEd1nuIgmHqkGe7J56VCsW8sCo32xDHBtf9tPX5rprH0xzpuFSq6nuLiBPqtj6AoIpusYyMb9VmAr+UkUtMC68b0WBN4wfKM41aFdNbIxhbX/U+WitCA6fjOvO3is4B0XZXxI6Titwov3QruGKeUHHAhn8+OLGiztubJgvy/NII5+X85fYeoT+6ZqoVCmkX25IW4rUJ1zkbz8zW9jqsfgWwdcB303Qg7ljpepxblq2GlkWXZGIOGMPaj1xzOS1Z8n7kveRY3/iL4CuZs83IGHx9/sbsqnJ9lhbILerXmA69LzAWbwX35B3fmsK/8uvTcn3qJP/GppaUtynFclnEeUPsDzHkODLoZtCSa78F8Pt1PKC0KIczIlHLuWgAjtdyM00dRWxg2bS3NsdK69ZRa8zUUyxTHKf22/KgczHmbrjnQW8vXJxiC+1c8E9YEdtRn+cbOjzj6x8KGSUn0lS5L9Vq9Z379B+PoaAXxH4s4KM9wTGHixB/gZps0OFYI7hG8xtqHV6XvxJuHVuf/V+UfldNtNS6/slF9/nJY4t8MrlbJ4S5gL1h08sQk94nC+k/GQ/yFFLvtWPF97oIC8QcYfLyZmiZpibjMMCXhwPpFh/A5IhbSrKyAUEX8AU79xcSIP5hKLp0wshGaSScC2HjOiwE/rkfgQxbBPKeFDhYe7avhKVwOigMwAPzYl1/I7Ipc6wjqtQ0VlaknNhFZiFlYrUG0SkxFRH8tXnvoB34b+jVvDnQPw9B1NW5/BezbN/m3d3owACvkxXZ8i9jTTsX/QXLv0f9ShZPf88amugjAERUM4B4tONNcKQW33Quav24Ss2DGQQwTTJcybco9IgawmpBXosW31+FD7vsJZslWZMFmWcahBx9buv/cY1pjI6/DF+HEJcALGwSvN43wanyqdInHZoI5q+G+As9eOcxb/jPfsNWudG1TJkQ0IwHXm6BkWk5BdE10TLTMxlYp7P2pxFpgYNR3cNMwcHRzy9lvfZx/3zP8AjdimcXn9A247NXFKgMiziLe+4ATQ8jLQhTyBGyYprVVWROPzV/abPYvICR+QZDybaSQBNj+vO3Hb2T9D2Dwf2Dx0i5OvWA162oTdY8HTA8GkD/oMWN2zEFtiQdxWlsgZAQ/c8Vdta/VmU033FL4u9O7Pl7f5oXvrt+WQPaojShK134Xzv3MWzlsl9g5uQneeMiYwNKHf5HvJdhPFdOttXOV8q75PJjvv4bWaQPOuUoz0rHnTaoWa/l1z4CVQDOVR5pDcFaeOs6Y+mbhnIPjHAMnzuLSfQ8GZsGTv6T2eLkQ0TUD2OpwFuzyemZtvz/NvMIqlTCvZJ9g/Zp2LoyXzJwyo5h1/fkjxi/srLoPanZ1otcU9/fQeE3palwbiLsl4IPh/6GvJlSIkzkndkzY/7ZGj/7ro1TlXuCIXeCufrhjOGgREOpN/3/23j4+ivrc+3+P7EqGw6xkPWww681aEiGVIMQDVulNrNCKFVrwGTxo0RZbtdXetIoV21KrrY+00qpHPaJH/YkVbPEueoRTn+AYrXATNEEXTJTNcSNZjhvODmWCM/j9/XHNNzsJSUgggVS9Xq957e48z3e/cz1fn0sfC7C8Rl7W2ZWtEKnVtXBLqozVmYNPA+o/AkCbRcEIedA0ChZJBPEzNKaxS15yEji+N8lsO+B1yx7dd5/3up86l38h84VKzy/cd7/LFzzFyq0daH8Twq2avbZUtRXajI9vQv6l1okM2kWkhYHet4FDS0r9iUsHg1IPUQoo1bMUBrzXJAAAIABJREFUy8MdrwBQK77ExQdxvDHgKCYPP5YHzq2mkt2smtX1/u4eYO8fSW/9M7t3vEx3smp+6X921oEu6NLWymvQYogi1cFqbufXWEo+ReKWPW2rrn/05PsdHNE15Zb5jdd9JW7mhW23Z+m6p3TpwG5kcwVz8YMvSAqIwMr7/O+aobdPOGkvPdtjlgXrAILfH94Kl8Rgqgm/r8k3HNb8Tftyr10J08e0DTTjEHeSDGqq6Y32ff0kCDx0vOLsDXkXjw/l0AbjOJjdQyfr9G+/SKL0IqgbcPiZRE+ofWy7Yzoa+IjSesWoEW1b3UF+yPRcCg6jzjgLxJXAXxf7b4drhh6Yi2b5M49y/gG3Vuycbn5RsbAT3Oz+IAD6gj44A05cM4jsPu4c3XL0aMCBAT+EvdVIeu4whEPsqyjo0rp1wLcRoX81wthvUIo15F3ael7MA470x/cd//jb6RxO4y6kFmWxf517gFs4GKvyAiJb/kAO8eefMRJWH8D/rb0tHdHEHYpMCuq2IS+e3lEX0DhA1QtQNiVfKAZtA7NBwEqLtj3M9Tkg33DBC2zTmT9X3go3+1BqOg316mWwYna+g3wOyNSx8TelVPwDGLPXwrZCeP3ET0EQWFN7IKXgei2FtYkUdO8E02ACVL+tN2/u2N48Wae0P+YvwSyxGMwoOJ9IMwwAZ4/8btwDjX+DzN+kHV12jw8o+Alk/5bvAavhpLWlcPvPbj7g++4L5g9w42QDw7hw/zv2AWmN9mpAtcBCQPkWWneA8x5dIu5Apf7S4fapSNXkA4h2rdaBugKOXXM8Wa5CCu8uIP+aak36I2A3FXvv59IRujZjO0Hmr84VhEaAQWPzwGmP+te9e4ho+UcaBtN9ELzLfWiRQEdDIF+U1T6FNEinIOd7HbhnCAwfIvvP7+IYAI6RfP3zJulqae0OXSXonLYEYg8UqqSrGE3VUIO68QacZ8AMo23npFbs9Io8U9Ypc8HK31BgnUe+ta2uCwhWHOvtTY4Ed7chL+bc6yHl5Pd3gRGmlJtv89dlbTATnHStK4qPA0Q7cur1jPqXANCkTSYdcAmaXHpdMOe2faGEHw1VHbhTDpw+6M2TtaEK2uZqd0UyoUVLHzUEWvx/0Nkj0LJOsI9dgJyd4DnQ4oL9iSwu+VqYBiAW6Y0wcF/QU5z5+KG/qoZ7WAIYBaLRGrfIuu5otpdcLe5Aw/gqcAFqxTBUA6gtoDaJu6/wFLgKwS8yJsE/3AcG7yI6dRao44UrFjGPQawaLsU2pYBaA+V8xKnvCY8ACXyqq0HNAMaIxg7wsN/IvWI8TD4Gnh8PeIKZ35408w/q2to11NXsaEAyh/4KXL4T/m+pjNdi9oNK+qHk669Yp6ultTt0t7zWfoZC/d/2PbTXKUQrmFaZCRtPruOFs+uhyYVbltMKURqEkAh+D7qoO4orgJ95ZIJnQ31W0lFN4MGzIJmBbAauWw7TZ8Ib1ZCqgrr18vLi+e/2IDATkOkJ3F/H1P8EQBDTRzN2bXIFq3+DwkAv2meofXob6w7ZbXeXKoEFI+T7TOR2f3AF3PmkaD6JAd05y27gG60poHjQmIWQ68MnOfml2ZMlHA5ALbnS+jDziYRNdiBzf0unWDOHn9av7H//Zef0e+AcxC2jaSXGeds5fzicNAouHwf33gKDzof7jxnGOyOEuf8e+OQUmMknbJ/xVyBJ7X0/Yx27eaQBrjtdeAZfe4jHELz19T6ongH8Ygkc+wyctgh0c8/LkIyY3RuA6UApJHd1nFg5CbEOg5qzMVKExdThsH0wrOpActQjvHON//veDfltB8qmdmtNPAKN7VT5S0d3dETntPKKvALfqd6sU6ByMMGEin8qZfLXJjA/vl5wMnSaXUDJBPIojBHaBoGDCAU639YDMhlIpcGtBTsFtWuBtVxZtpqwk4S9F/DAbBv171nuiS6Ep0+GB4tgyf/20U53w5PHwYauU9y7Q/2jJaSiLcOHtsFcHRTRTm0Nu9peLQm1O3brFX10wz2nMUOhZgd851woKT2WLbd9wJ8eBGMeNNZD+U9OA/5Iqtt1AX+mBajfCYQh5IDjgOfXU4RD4HpSxh425dMNifIRwrcY8OXoQL/f6jvr++LRe4Wisc4j+hOHQtWOTjcfEN06Fu57U6yzP6k/wX/9HGP4W619FFYghV852loDUnV9MwYWFhZzRpZw79ZXWX7Mxzz3IVw4BEp2CrBWGcBsaPjRdmqByUPhFzvg0td+yy9DP6To4hPgmbe5xj93EjjiJf86xrdbr7mlAdQsqHpSyvZhX9eHbjZU9qCcpwJxBy1ut5/2+18djA2WQlkjUADDdiG1/u3IoferzQe5sNv3nWfbcaqHe9hbY6Yv7W4eDAvtjzCMDjLvTODqx2DJxTz2resI3XEVVizBkqXVsOPncE89zLxe9stkIZmFktJ8yqeeoukU1NTBHt3JpRn4FYx8ArwyaZiELdvPvR5CJtE5m3GjNu4LLwDHc/mpEfZNpt4I4zdCJinHNwF7ejYO7al/BIELxyumbGi7MoykLWiNXnOrwsC6IHBce/u0CFjQm0HC1m6kPaL2Qd0i8sH7d6+A4/2JWUHPWxdPVoqGnYAHqRxYYX8ehkQghMMCYgXy3QnJPiHADImbMuqvPzUMKwYZBz2h+oqm3bubVVe0zcLq7SBw6YgvUPdezzNWXhkJv9gKLywC0nD5g/DAWXDkc/DxfDh/MSy/GU6+Ea4YCrU7BNP+duBgRa66F7gTkUbP7B/vSWOclQHvDAaji0ya1muci0i5GBidlFnMB+5SX4AJ72Ns6HifHtM6lTcfosCkPg76P6hg3kJKn72FumnXEV74UywnR3bxaDqu7/kCUAmjrwcrBEVxwIR3kuKysWyoiMEjX2w9InzKz3DD08EqhrADbrOY6mEX1s2D0bfA5is6uR4w+HnR4nasgiEVsPOiT0EQOCiDdPAF2qLuBc2t4LpgeqgT2Ke3bZsBPYeTWDoH/uvhLxAHzpskFYpPzc/nqR8fsMHbM3+14QJeWTKMi7swdRt2ihuxPgumJ3POtsFrhpYW+d7S4n9HYgTNDjS60JyFFjtvSDkuFPVT5g9gYe7THa+3qTvMXz0oPvZgh4HKm+CFucDPL6IuIymTxnMytsZiH1H0RmH2l+0Qrft8us/8S4FXkGD0x6dLT+mbkcCxcSUY74HRDeYPeTTiGyDfwml/9DTyMF2gst01Apj5/kG1lVOqHX7PJINFdxpULP8OkV5IeYT9FLTNM4BfUTfNAO7AvXUp2cUj0Mx4UWDXuwcCvA9nzYaoC/FScLMyTqVlUFYBOG2YP4D7+k2w7mRILfNdQ+MgUgKxUjmfW40wwE76jOxaCTt+CdwBOzvuPNgT6h8CAPbNlQ1q/S2B/XQEPkxbkKZgVR+Bz96ivffsf592VJ8+gmGXvk8GWP47QVdcs2Jj5z7IABnjn+K0q7fzWMDUvXJG29zmrNeJnAtkKDiOWAGu66c8uyIIXN86sLMSj/K8Xkkr7hYtnPMloGdNxj1TXosCDk/vgu1+OkvuITjzmbale8YsP4hrPMHxz3S/ojqM8OC7EP//SvaF5k4gscfn/OXIlyRo/CK0YjnHEcb26mhBl1VngBogAgPg1cD5tA178UBECnWDLgF4U25ElynsgxWaRqzzLsJIqr5riBDD2JehLVoH9Y8/RO68LiFGu009aqq594fAx/xtrjzvosCma7Sy9NyZsO5EeNqA5+ZDOgmpFNQ+AG+e2f6Medp8Law5nujKUVTUzWFM+pd89OxvKfriGCSjq7Pa7X8BOs4qOxDqPwIA2qZU6d+duX51AUewMEyv65NeFt2DeAhSsy1FOi5w9tceAqDkvK8cMKO995m2Od5egNM47QGl/E/lM/xwwBdlhfJMNByCUAjc3un43S265XEBNOvRJUN56JbDEbga5jvLj3odfjAY1G0dw9xe6S+LEKbcVXaXizD9HwE/BX5B3nc/EWlz+Vdg4wy49V54V12LUt/mA/UOLwwGtoJSw/hAncg7O07iD76yYKwBY69kL0E+LqDpg+GQ2kMHXLxjegw/oPxSXsFvabdP9R5EIHXh/jFKvtu9C7ajt5ZchIxE31Jn2Up/eGTf54WOgAprwa6DUAYauves2b3vU/3ey9S8/hDRSDFNz1zCAkDd/Crv7qfncm9Q/xIA7fP5g9VKQYavo/AEfmtmGKFtg9zDSMFMiJV+kPKyxS/33gX8MnIFuC2QcwQ3xcnB7pyPoRIWIbA7Le5G14acLZ+uDU4zOFlo7tW+Cb1Pw0v97Bc61436gq4cDkrdz10BV9z0XXD+ArjnGFDHiOtlEPLpAPciAiAJ/DMCpKaQfP/ngU+Giu9eNYJS30Opc/hYbWPjMxeh1FtsX3QR3zvlKzRyJMPw3TtXgmHcgWE8hGF8EXaJC8kwtmMYb2EM3UgI0fZfIK/9d0THNgiqsFGcX6c2P9/lOPzG/xznf9a32347wFbgoOAZOqbjru4I2vngSN2277rOXIu1dBfobxrSierAEKKMSRfw6HD4JoAHpSbUdFIE2VvUPwRAUJC2r+wNMnfa7WexrzqoE9t7GwfoAGgaPXNz9JQ8xJXT3vfbRi9x230P5iw74IUkS8jrrt+iF+iBJwU479EZ+9kxQON8522w58ahoHsbwDC+S7Jd1slrAKWQ/RA+mQF/WwOfzIWlDceiVBNKvYFSf+LiTXdwzxx4cIi40i8AjtjhM/RiMIx/wTD+yFHGcRw54wnONk6kKPQE8ddfZuOAj6VI7Fx4A1DDQc2TvP8bET1nOeICqvR/s0isiCX0jIzRXbgr8C2A8XCh3721fTrEZPyk12vo9xQGuK77yS/tM6U0tUlCGPBtIAuZFMS6rHzoki5pEItt9iIwPoQxLx3wqbpF+80CMgzjfyEZY8MQ4JEHlFJ3G4axCKkY1wl4NyilnvOP+QlSdb4XuFoptXqfEwevMWS84su+uqwze4KuH51Dq7+3T/fU4CU6+Bv3l0s/nVABmoo2KzIhn+EHeprqxtWd/rOBLKpIGEIWlKWh6tTDMV7DEJ9n17RKKUqQxvYeIlh7Owto0VhY9Gbn29VYGPYmbFcPwUvf5uzJ4vJuH8C/C2mPd67/ezJQPhyyDRAdiWjK5wJPC2M1EcjuBDJ9n0Zy8euB8UhF7TpE+541HJoaoGgg4MGP9gqDUmeQF+4bJO3zycA9PYpkmr0GnD4Uju/ltNnP6bDRQWUBdUcAHAMco5TaaBiGBfw/JHZ1AbBLKXVnu/1PAJYBJyN9Jf4CjFRKdZrhbljjFRN8ARBM6wxib0A+JqB/B339uj7ALxyhEph2eAXA3ZPgmh4gSU6cdDxV6/bFWJ84BM6NwvcugX9YFNgw4reUvnwN9X6RnO4/alj+dxBNP4BJYgBEZXs4CtEQFJiCFvng8P4rMF/1BYAO9yQ49FhACpiC6BYlSCHV6cAfEH5eCFyHGKatgf4ZiDTYhHDwF4EfIGmbVYi6rt+MwciDaWvjFARboRF5kzYDowUY8/lnQU2Ta89GpvvP8XH71e9ZbHyf+8i7zQ41BRvHfE59Sn2bBqqU+lAptdH/biPYUO2TFYI0A3hSKbVHKfU+MgdP7vIiHc2TIE53sNo3KAx0XCBoLehisfZOyj6iyPDOt/WE+QMdMn+AuWfCqDHQ3D5q+t4PMf1xUXp8QgHmr8GnHH+I9dj5eCNuEzgZ2JGBls7rrPoF6QYlJmIFHApSD7b9nR2YN55GIXbLshHwyRBYPkB8/KWD21Wa1iFVpNp5vgxh5JcDDeAG1aL/8Lf5bhbq/aBwsV9UOhpYIFaDMU3+U21lzCHQDnPq95k/X+pMWp/lyU7SCoFX5h7L8hm96w0+nMz/7mMO26X/7qhH/7phGMchlqQOyX/fMIy3DMNYahiGjs3Fgf8KHPYBHQgMwzAuNwxjg2EYG3B3tO3qBT5jdyVi6bjg2OKodtw8PGrwGMdt2/D5nUOTLJg7SAzlqV0EzeaNlc/Ln4RpM48k9MV99xlnCW8ZpGsibDByEHEh4kEiDnEThpsQdaA4DKOiUGTKUmLBGTF4/Ae37nvyQ0Dd9eefePF6hhlncbRhcMR+eg70Fhnz2v6O7pHp9STwOD5W0ERgJ/JWzAd0YZWG9JgCTTukFuAZgAelUTaT5e8K4/vX58Jjp0rA0dghzN3YIRCEBtKq/kxgSjB4ebr4iyuACwHdMXj2GnhwMcy+D94d4acvJkKtGTwTkbjCyoGgJkH5Ix8wY5tkrPVRu55DRoOAaz483Hfx90PdFgCGYQxG3JM/VErlEAu4BOE/HyKuT+hYn9/Hz6SUekApNV4pNZ4jhwqQTcjNJ657rlQ3hZEUF538HwzwardP+yhxCLjv5919tIMm1dgxjr1Sb6Gaf0/Nw4IKOTOQSTJNM/5Y581gNtcGfsw9j+c27rvPY8UG48JQ4kAiDAkXYp4UIZZYkPqTTSwCCRPiIRgVkj+tJCyuiuqvfZOVww3Ump/06Jl7i7obe049fjICe3x46VX1VUCY7WkAq/0JXwNNi4XJG0DVXnEXGUvgW0jK/Ux/23r/c4P/eSZSR7ABv69wJx3IPKSCWJPxEkwbKDGIyJNfYtrmh2DTQyyrV8xTimVKUVqvGLrgt/zDqW+xcTh8fAy8OgdYATNagLXwFeBIP/bRN+16Dh39vd//oaZuQUEYhhEGVgGrlVL7BMV9y2CVUqrcDwCjlPq1v201sEgp9Vr741qPH3SSYvyrkpDuBPw+HqLZW5F8wnoYWvFadXDY9KWCjgnEgMUD6E6zjL6iu0+Ba17vvfMp9TxHG2d2mqo2f7Ni8a9XMXH6dDDzFb7JKpsxUyxqVlUzdWoFVhGt6bQhE54cf3CadJyDb4vYX0k1nIAx/O1u769hPhYOhsd3ta2JevUs+HIX3SoXIu6cKJB4DIxOusyoliMxCvbfGnI+nWevaCrl8MUIPqdeo76NARhiaz8EvBNk/n5wWNPZiPUK8H+BWYZhDDQM4wvA8UgWW+f0iQvpNKTroSgkDN3zS1cdB7ycVC+ZCJhN1APLhVxWktjtjOBqYAvzT2XpLvNfOO+CNr/n9VLxxf6Y/9Lb8lW9Ny/8Nfc8eEeXpfxGF8wfvsDi0f8Ij99M1awrSNa4lMfAytjEzTSTEjD/sgqKj4PiGPx27WhWTDKIrrqb+Niu21Huj/ob81fqBp73gwTqXlDPHNh5iqBHzB/yldS37IJt7fIwNfNX88VXXwacB3wyVph1PWJeZ4Cjumgx1h3mD/tn/vA58/+ckGh9VwvwvxEXzltILsMmBB32MaQ+4i2E6R8TOGYhMqe3AF/f7zUGlitGf6QY+YGCbyjOalKMflcxepti5FuKse8qxr4jy+lvKPiegp8pxr6lOMVf5nygmPexYuDvFQublH/Pn+nlHaXU1KtvUo9uUerWeqXmb1bq6s1KXT1Sti+rVyox53uH/T57c1HrUOoY//vNKLWm7685TV+7/ksKUAsHdL5vvB+M0efLp2rZsD/+2iXvPZiDe2shfIJixKuKEX9RcKJi0geK0e8oRryrGP6OYsSfFcOfV4x8Y98BGHC/Yvwbijk5BUcrRv9FcdYrvTK4y0EtGNg7f1TNmht67U+fPxil1EedblcPfkMtv63t9Z5XSi14TakHXsupZS++owC1veEpNW/el3p8/aJzbzrck36fZftY1Pb247ABpbYEfot28vnyGVoW+cvhvo8+XD4FAoB/VCs3K8Xgr8tDjfyLgjyTic+4SRg95+w7AAN/qzj9ecX4m9T82+5XjP2tuufZhw73n9Kny8FokSvnfEkp9a7aOAml7kW9c0r3j71nzpcUA59X8DMFRx/WMfifFd9Qg0Ap9ZQClJol67fNQC3091GbZYoFj6sMfF8+76TD/l9+vny+HOTy9y8A/umf/kmVjT9HLXjwTwoGKQZf2/qA7bW2Kwejpp0eEARDfq0Y8Vv/+zmKETcpte6iDrW9jtYtvPnXqmw/+wS3vTBj3/UfNIhGrZq/otT8To6dg1KPiTaiXkSpzUeqhaDUEJRaiFIjUP8DSo1HqU0otQal1BOt91MauDelXu3yfqNIZ8CPb/tql5OnAtTkA5h0V07qW+avduXdKp0tD8z9gjrP/37p0HbH3+x/bskLAKV8gfCY/A6ef9voPnyW+pvUyrl9d/7Pl4NfDFBj+sF9HODy9y8A+sEg9tmy8bYv9PiYq7vYVgmqKPD7nYC/Wa35VrevMRWUeg2llnT/viIDjjokY7ZsSNvfCzuxUrav+7VS6iGl1nVgGYJSe/PjMTGw/oNFX5btN4sFoAWqUn9SgArTVkDUXCH73TVcBG7YX//CFXkBmwjuf/WxgXt4onX/N+YcodSKLx/yOfhZWG4+wOOm0vX79newfPoFwNQe+OEjBzGYt3YRvDsUyz2HfzL16fLG6fI5KLBu+9VHqldAvTAg77ppv6hJXcyNXry/CYdhTG4d3PZ3xQGeZ5seq4c7FoatY7nizx2uf7SLY+4ZfUKb39Fu3I968Y5O1ndfSenu0h3tvTMBEe6F6/fVsvyKYd3Z76AEQP9oCXnkCMUJf5B2VQ11SImSCSMznDcxxYrVlWBGoSzEgh+P4bbJ82HobDALwIpKKqhjQ7YKwmWw6y7g5cP7UH1OR8PIX8BxUcDGKC6jsMgim81CtJQIJiGrkGZsQk4YM5zDNKNYVgjL9DBxyHpZGl54kd3Pr4adq4DupRgebooMhNxh6l52K3C9/33pQLhsj9RCbAUGLYDjbxPwq5MQxA21Bs4+Q3D/O6KlSNN2EGTFhQiM9Ou0bUDSXXoXybv+nD4z1LdgcIeCDOMEBf8q5fN7gwhvdUgrBh/lbUBIGP5OGwaYEIpBNAHZtN+AuRop0H+WQ1UEtnwOnP/4IblUOzoRhlwMU06DWAwilo+UakImI+OieyJ4gONgmCYmUBiT8oqs7UCTDdVV8NJqBKim541v+paO5oGHf8rwRJQGcyqN6SynnFbC5jfqeXHpdVwR/TMXPdhxc5nJ+J2zDgFVIHhFj3Vz/zIEgG8yMGMogiT3RWSqJ4HNAhnxY/LPVoR0ROus6ZYB/CeChZgCfoLkaRcBk/xlnb8tjEyPQuC6WYMYVRJl0MmXQTQGrkPWHANekqj7BthPSMHH/4Ele6TGoIvGX0wERuNDXrSjBAJa14xAVjf7z3fXUJj/U3+nGDD1RFiRIVlXzGtmBSWVVxGKx4mYMYqjUJvOkLBMEl4I3FoIJ1hcDafETJ6rraY5Z/FaTQrqVzMqvZboe29LR8uB8J2TYarrD1RIpv9JOzt+ljjw/0ZD0RQZsNoqeLIebmkDATMIecmCCtQRCA8axL6dwfW+R8kNtGkw2n3y+4gflAA4HM2VOiC/NHVvCKlfzSHTNoLURvq4PnsdwV0ZbAkH27MWPkzQFhyo+0VgvUGHh/kDWGAWQToH4UJp8mv5+A6EoMmBnCf7hQE3hHKy7CbK7hB+9wsPMg6kM/6K/sb8AYq4paqYaCpKYbyJWKyI116pp7E6SXF8AmuSSRw6BtE7VMwfpIBrbQ+PaUWND5FHkIshzHYoODtEqFTRvb4SCim+SSAFOEGWYyNQ0I2ISpXx9xOEVZMdxCh2s4RyFo3hCI2eRUkoBk1x2bkGMCG2R84xwb9WsDjR8O/B9p/tZgTE9BHg1JEwPHIE1oZPuHgGMPFI7Cc+boXfPmMiuE9AOIJgaNzzFs/cCOezHZcIYnvVwtjL4c2ltHoJOmyPOMz/TDBx7vVMnj6bcVGHZN1awqEQ5UVZmJqCkVkgTAVXcvcjca6ptiDXIu8TELFX8vx5UYqKVoKZglCG8ooYN3sVPLJqJmknBlYco6gYVVML1f5oOCbslHPnUSz1v52iFcFySBicFISz0ujdyck7nYvBnrrA/hlEFBX6o5tm4liTcZlXqT5I3KN+IgA+Rh5Ud3gJI0y9DnkjNHnAetilcaFtRF2ykKmYQnSKTzudAEwFMwS2B9tSEI2AqyFSI9Kg2ovk4TE827cE0hCKQzolQsMJ+UPWH+FABwFlpJK1tITKwfSwsYkWRkW2OSYmpbidCIBDST2tiG70jxkBpEwY7oChp34YUjmZzfpfydG9l/UPSJVminz/W9tfvongDemWGfq8mzZ+xGjXJO3VErYaccLFbDFDrK9byanUUxGXG969UwDAXDpuaK99CTX+kiBvKazdCloxu+QZmPnMx23cYhc9A3cAU+cguAFhsIbA/NO+xPryX9BcVMHpUy1wIB69hoIYNNRCsW/lNmagPgTrqzI0e36LVNvBiprUEsIpyBAqnYBNDAocRqU9Ksw6Ybz/eCahhEVpnU1dtk7a4yXGgTmdJDAUiyKnFpwULgnqzUrSoZhglUUsVLYZIlFIRKV5dSYN4SJwLfICwPM7OCVgTwYGRgThwLOkI5NZIgocLphxaIj7xyX8fzKC8MIMUEqV41IQDcOHL3djVnRO/UQAKFpbVGGRb/BrIq+K7vHokAcAiiCDAXnNX1sPn3YKARlIR8DMQjwuqpNjQrYZvEYwLdnHNAETnKS4h8K+8MzYkM2Iu2hHtazjKPqXFbAb2Abrckw6fwoZJ0c0l2VoyKYwmqEh3cj69N/n/x1DeH0LAtxnhBCJ4POAej/GMQrRtH30K0zotKd0ArgBccE8g2CzvIiMogbiWs++AHznbYWSyAe8uPoDouWQjp7A65kUp5SaTChOQN3b4ApadU+snK6Aclci4Hgj5t3BDruR7xSsovKLWSj/CKJHAXEm3/4jxpszeZoopiWz3s7CS+ttnFABoXCYbJND2DRxHOEG0UQM0wHbhsZsGkKFNNJCs21S4MUw3SxhwgzHBDsusDP/naXFdqhLg2jqWXAgZ0Z5pLaGaLiUcLSFaChOBof12TBGtAhl5yT+GPLts0gG0i40ZeV9dJujXTUlAAAgAElEQVT8Py4MrgmeI16MAQWwpwX2+JbBLhd2hcFv8sNebVfpf7xU7oksMgox2JrmxWMOvPOYpn4iAD5BmHf7Zr562juB9UHvoxM4Lul//6Cvb7YfkD8Z9rgQdiHkSENgCgC9rhUnWxbXh9I2gZq0vCG27bt/csj4xelfAmAYnDKbQUUmtRvTJEpjhEyPcCiEFTJxyJHpw6abfQ10Z/lLNMiRm4CsMOkWf5mEqEFaLeqMPCR4bCKQ1cEulgoRAu0jfmWIgPnxBomglb4OFm9TPxCGxyfgeJ6ccLUw7J5QZ9HFSvK67PrVK5kxcyqVl/wOsqshmoNEQgY+VEZ9zsJp8XtB+Q9fXGZh+6aRnQrRnLHxXBcnHMazhU9Y2IScDE44SggLjwLSWYdEOIxtwQ4HdrtRBuVypJpd6nMmtPj4Y6bvdXAsat04m5wYhbksBWaWTak0DdksKtkkiSdFMShwIecLAzcEYd/144UFwNJFeq/uzcm/tFfbddrvlwWaYI9m+FqRjdK2EYpWgH1l1z74xuf9oycwR9C2s4ue5voBQ4FtwU4wYdq2BTv8roBDQxEgDAPDvloU7JkAhMICpue54Pr2sOdJA2HHA6dFjslmYW8S0QvjdK5bHi7aDq+vZnc2Q2JMGW44gp0LkUplaUjncLwIbrcBpXtGYYRJJXp4THepTS8jB+H0eopnxDc/yv/ZgLwJ4xCGramIfDP6KJJFNB+ZAvOQxmNBMtmXkuS7rD4A/HqsCJvcnrfJ1NVx2pI/smIJsLfttbtDlZ2sX0seOXJCeRmxWBHVdSmUmQA3AqlG8DzqGh1eS6WwnBReThTt4mNkLAqQaW7FwpSMsbCKonjZHMmNa0lurCKTTGLi4RHCKYCM67E561Cbc9hU5+BGCmnIuuSaHbJNKdzmOlo7KoG8N4RIZR1eq6lmQ32KLakMjuOQdWygRQAoc43QnJF3ynWls5KbEWFgmqLl77F9rd4LLDYyA3ylTfdzJUs+vuG7jlr/Pc0PfUFgHrwA6CcWgNYV9MuspZ1udOu7PFpbXAWa2kqvJIQpHo9YCH8f6YwHRkeSZx+Iqekh/kgzMGEcEywdWHLFR+ki/sZQyBcOrh9PeRcJnB1YNkKf0vAywtEE9XUSPDNpocDZRkN9kvEJk7OmJFi8eb9n6TG5SCD1FLrOeNFUhGS+7C/wXIowdxuBfy4B2INw+RDCfXe2pj2g0zuGI779IBso9LdvRlw+ryF64wR/+9Ptrt0ZVn4V8M5I+OFWWN3aE/lYXtz8KovGH824uo9gJ7wK9AQ7tjN30cLBYMUgNuXrNFhjCIUt7lu+jPmXTKfMKhTGacaxPJNxVoQGTBptaPZgnS08NrXNxWlpwSqwiESkrWlJPE71G0mi0ULMMHiux6Y6EXGu6xEFWhwHB5PGrEOJFaYhF+a1Ro8N2xCmb2cktpaI+0pVlC0ejDLDWHaKLU6M17MABaLth0Li3gl7kHXAzUHYEj+/q105Acke7M8KiOSPko976gwN/S4H2/tp/ue//zsOXvnpJwJAU5R8D0jN2HWXeJv81NdSM+fv00Jev/k0M3+Q58sCx9EqBEKWNNMBYeqW7xuMFAq8NpZwC8KSPZXz4y1hrbN+HUbPhs2XHLKn6DY1NOKGPOqeeYNBMy6hJFZMc4v81y+tWslLO/tGaE1AXtfu9E6/i3wzusnATxGVZhAyU4OZMiVIZow25ttYDYEdK4DnyGvKryEZQRciguDHSHOY14F7/X2SwLeB5UgKZvsENZ2l0xF9cWv7NeJKXbThI0YgguvHnRy7P4oA3wHKzxrEpClTWLOyCs+18UIxCDsUF0cpP7MSz82B3Syt6rIOYTOL6WbBjOKFLYmjhjTTaqEl59LguMQyHsVxE9eES789hedeSdFYl0F5LkVlpTg27G5Mki1wscJg4/rcwqHAg7DrUFIUo7o6DXiQdeGdRohHIVGMi4Xt2DQ6DlkzSjZi+eFHR4K4mGJZN6Yhp/lQyPfxa0beUaxK/+HBXq0h5N3WQkLPFAK/w4ha0pFN1zPqJy4gyD+MfvAwMnW0JaCZPgjDDyP/QjPiMPx36AIx/9NFzUCNZPa4iHsnSI7jd1Zr9NNBG0V9snPQYkvgd0IlNNwAA0oBFzZfdxieY3/0VSQTzGXCgkcoLi7GCYFDGEJRLrzsu33WASoM3M/+Z5Tu4RBDrAUQRj0Ncdm0dwttQiwL3W2yjRG/E/GzjJCf+l/NIYKjADEUtvjnfo28paBphf95KuICqvB/R+ic+Wta6LexjLdbr/Pqfr6f4zujHBJAvv253XzjR3/GCnmEIrBm5b+x6Laf8NILVbhOmMJIBKxCyLmoVBrXkdFzbV8ldMWz4gHjTrIYVxElZoWpqalm9aOreHHpMh6eNJemBx5F1ddBKknTA3eTe+MVjAKTsBnBdsH1PFzXwzRNLDPEuFKLcQkTTD+eFNLNpXLQmKQhm6E2nSPrhPC8ME7OgkxKXKgATRloSokQ8PzWta18C/JJK/p7jtbUdyDv59f6uM4G8JW3Vhe47X9qYdL+n+o59RMLwCAvAIL+fj9o0nqbJsL8QQbQCuz3ZfK5Dp928sdoryNpEcQgEZE3xHWhthaiUTFhI1F/LmYlA8htFhP72WeBS2BvNRIG7I/ZNH6O93tvUf+Kw4SJE3HtRuxtK1n/+ts881LfXfk/kZTJC+m6uYqJuH3uRHj39cBTSMHVg8Bc4Hfk3S8F/nIRkpb5QPBkAxAXkCXuk5R/D3XAlcC1SEB4ReCQYOFZGPil/70QERK3+L+78+/e7jeoTwPRwScSK4/y0JkuE//0KrwJV3XjHEGK+vdjI0Vp5Uh66CUv/Q+DyI/JY4/cxKj4zygrtoh79WC6GI6J7aRwvGJacMg02TQ05nCtKGEXUkmHTM6hPpmSdyAsSgGnTBN3qOeLxgkSiVAtOXanGtkdtQh5Jv9RncJsdim3bDJOlBer14NTLHU1jY3++1MARUXsdkwach5RNwxhC8/zxMrOZGCbn6LphSBaAE4RZHME8q/Ju3c0ww/TxpXTIWkviPaIBN1GOljcHedk17RfAWAYRgEyHwf6+69QSv3c7/b1JPI/bwQuVkp9bBjGQOBR4J8Qp/KFSqlt3b8lnfmjs5chHxTRKaF6v+Ax1RzOFpCHlmLkvcG+jpnL+SmfSPc0yA+RhwSIbcAtgJZG8V0SQiaRzgzvv0H0bDLJJs9jeCjLGWPKWP/622SBaUPg2U6qOA+U4oAxEM7fs/9XTJfmfAVh6JuRY+qR0HpH+fLarTQZ0RFbk/ksWnMnYwjzb/Q3aV3wKaTH8GNIgHrbELhspwghXd2rn+E5epbJpFlREdC06y2yrx/NbzIm4fdgwljY8mZXR+9LWfJCoxK44nT43UswfgCMnzqM51IWxZXns6m2hk3V1cSIkqlfxahCiJ88FTuTpd6pp6B0AvGohe2EqG/MYlkRTAuibphY5QQyjc2EQxbFcZOMA9msTYuTJRQWBIHmbJbdKV9jdxyaoxYpM0Qm2oJdEMZzssTjCXg+A7Yj70YIsaxzOciEyOLieBC2XDwvlM+iKyiQB/Q8yNoQO046Fe6FfRl3ewoqt9C2YthGVAX9zwRnSrAp+sFRd86wB5islNrl9wb+T8Mw/h1JOPiNUupJwzD+BXE/3ud/NiulSg3DmAXchihS3SSXfMCjfQl1MWKQaslpk/ebVdJxVeCnkTJI6K5MJtpOVzQW2wbLEtwknfWTdv2cuyY/taUIGnNi5g6Owq5CJLzXfyk8dBhzLp9O+cmVnF5Rxrr7F7Zum3H+ETz7YO8K/jRw5B74eCwY+2F6ZyFunaeQGXgJMhuvQ179LeR98aci9usI2tq7Cr/Ecafk8OMfVxO4zhLk9f9XYCiSkjkeOHpnPgXiDPIsYgowB6nC7YyWDoGXdooWt9C/3/uQ7KN/W3gtF91yByve862KNw+uheRaYO1L4hpbshdKn9vON88oIx4vZvF9v+Kum39PyPQ4ZUyUQdEcpGzK4zEIlfDT5SsYdeaVhKMmphNhR2MTBb6yYzemyGRtsuksNauz0NQMRYVS6FgxRqLNKfHth6dMxV1fxe6sjROz2JTKgp0jbB7H+ncykkThmfIOtdh+PM2CnI1tetghSJhguQ5Nrg9i0ZgFq0Uy7Rwb3kuT99NnaJvY0p60AAhqapBPCdNuJB8Kp9UiCLU77sCpR1hAhmEMQqzjKxDAnWFKKc8wjFORxu9Tg03gDcMIAduBoaqLCxnG/1JwDfn0KMjDO0Be29WvjdZpIv73JNKZ8tNOxyLBuRMR/S9O6wQZUAbR46CwAGj2yyNceC8DQwOgQDscGOKPo+fArtXIRE3x92BBXTzvezz24L+0/o7QuXtjAh1r4N2lRewfkG2Q/zkX+C0iAJ7s5vkvRYTCOPKZOwwAolC9QyyAHyOM/kUEWuF04Ov+rgnaColHESEUQoTO9bTixeyXSoG5o4/gxs0yB8oGH8uWXREUbzMPcd/8mK7rEPZHVw4EuwgKiodhOybl068ka5r8xwtVzD17OqMScGooQzZZTYkJmbCFHaskM3E6T1eHaMi2YLshYnGTdMqmOZslk8lAqBArEsEzQ5TEoqxeugwAo7gU9Yh2isWk+jaRgLhJUaKMU8NVjIgnsOMVPFcH6RdqxK2T9SFVwi4UxCBSBPEs0ZDDhHAdjVmTmmxYam+2ujCwSFIynawf+NVejAx5374WzcF1Og1Aa/ja7x/2f2sl16JtnnDQTf6Xvm0KD2AYxgDDMDb5d/8fiIW7UymlRdAH5CMSceC/APzt/0MH2WOGYVxuGMYGwzA2wN/ISzOd5Rs0c7L+JavIS8YMkree9rd/FjAQdZHbW8CfyU+iiFQD57ZBSzMQ891BEdDVgrlm8ZGOLRNLYedjsOtmhI1Mpr8z/8pj4OKzvgyZam6dJdP2bvYNgkIeRWo93cPQ6Yy6k1Kw21/uRRJ0u2L+OmA8D0E7qEXiBPeBMP7RCKfdIRbA5Yhw06mlNyKRrhxi1AXdU0XIWDwCxAfDgrGCNNod5g+i3WvmbwDJXR+geBuQdNKrJ0n8oad0XuD7vXtgTQM8+Pp27GaTLeureeTWu6mpWk99XR2PL1vNOidKySU3ssWMYxfEsV2b+ldW0pJtJOsI8kltdQrPcymOF2NZFp4ZJtPUBDmH1UuXUTl7NuHyMpSXg3OvgrMug7Enw5hymDgBzBh2JETGLGFT1mPNq3VYhMRiztl+pNmFrAdbN0EoxSA3i0UGG4+Mg8TXWvyYpOcnXYRB3sco8m5q1aR9HDMYANbfta9ff4bIoy3peEEheSXYrwU6SOqWAFBK7VVKjUNU0JMR3MJ9dvM/jS62Bc/5gFJqvEgvXQevk+mCqaA6FqAHU097G/GQarCkd8nrY59mGgZcCyMfQsYpCgNjUnwSj/pwD66khppAvEy0njHjIGpKgGxvEgbPgqE3IiziocP5QN2icad9nceee5WnV/2VkgkXU3PzMGKnSKZL+4KjJvKz5WBC20u6ud9UfHD20wVPdaZ/T6X+okm/BA8iL5GF+FGXgrwCpchUPkb8qJPJ14qCaPMX++tM2j5bE/ASwqTVLqh9U96gZd18hiC19wtngWHrRCj1lFaQz0QK+/eZABoa3gY8Zl1zOVf++HJGV04kUVKG6yXYVFMLFGKaJg4WEc9ieCxKeanFuDKTwphJtDBKQypFfXUdTeursEyTWDxKaWUlax99DDdZSzQWg7RvIceLRbt/5DpI1bE7Y+O4Js1uIc2eSXLZw3KT8TKomOB7okMwtJDIyZXsxqI5laPAcSgINYu/PwcMKPbjaYCjg7tN/qfOYoS84qqZvIZ20Fk9QdtK/wM61qdHT1sGtn+Ng68D6DEctGEYP0eUngX0mguoUElZjC4Ag7x/Xw+ArvzVnzmE+Wvp2Ex/12J7l76NaAiVouVbMX94PB8kzp9olgnRQpmwEEhA92DDJcA5iP7X311ow5g5dxr19RmSdfW4H77dp1c7D7EgGhCm2hUGzqUICNtQRPerRlSRjnI8Lvb3+w3wb8jsncu+WtONwO0dHB+kKDALsSB03cEvEaHyLJJ9pP/u1V2cpwj4Z8TltNY/z4Vjj8csraTEcmDlE6zZ2fU59kel5AFdmoEfzD2HZ9a+QXzMRApLSnn4nqVMPXMim1b9kdMrjufO755Pc6yM+lCCjFmIHSnDIYwTgkdWJsFxicUilI9JsPaNOnZkMux+4QUS519CxIrhegIPUVe1HuJxovFiwqEwTY8ug8Y6mFJJ3AoTMh1sx8LDJJdG4BtyOanudU3JJtqxFAZPgESEitIQjVloaioVKAbHBc/PTHRdiZi28rCs/7TBFE+dzklgXTAG4GP9tBEWVmAfjX+mr/Fy3/YDMAxjKOAqpXYahmECa5DA7reApwNB4LeUUvcahnEVMEYp9T0/CHyOUuqCrq9RqGCG/yuo29STx8dtJm8CaV+ZNo8yiJz5LNEg4DSgBI5JAOG8Ceo4YgnYOdhVL+vGTpDAcMhHTs3Y8GEKYUXnAH88XA/SMxo8jGhxGdmtL/fpZbYPhAv2dA/8bAKivjQjs7KY7qVMFgHbRwDv+StOR3hDNVy1N1/g1RNaibhsXCQL6EAsoNLBcOF53yI2poTHb/gZ4T0Sh+iuRdSe2mciTRsJtVuhZMSRRONlmCWlFEaK2VS1nvmXXcxQK4xd/wZe/GTswjJqmyFcXEYoUsiLNY00Y5FKpfBcm5J4gsJ4TKqDk7Wkq5NAiPiECaSrXoPqpDSOikYgGiNclsCyLLKZDBFPmKkdiqLqUuBYUsVLWBA9XZA/xEcisDyixxWSbXIg6cGeIHClZt5B/J4gs9ZeDV0J7Kdvt5JObw8F1utza8VXx0ibAtv/2ucC4EREWRmAuIyeUkrdZBjGCPJpoNXAHKXUHj9t9DHE8ssCs5RS73V8dn2NqIKvsa/xqYHeBAM7DwvhIO6f7dAmo/izQkciFcHfhwFxiFtQGPYnrwVOs8/oQSp+Q4JVYhZAphEa7kbGsf+mfQ4aAN+76iIWL3kCgKLxF3DGzOk8duMl5J+/bymCuGE66+YFotkGs2PGIIHZaYiro559NedS4P8gs3kd8rrfimjxDf4xl9HzLO+PBkJ2j4hzHRnrKYUHHIG7N29JR4GPlIKX/pnTJj/R454HpYja1gL8cv5XmLn4ZQAWzP0Go0+awOaaRhodl+GxOLF4iMKwSeO2JFHHptGzyJlxzv3uj9mSs9iSccmGPBrtEM3ZFjBdCkyTxnQa2/awm9KM+mIFXghSdWmytbWwZjVMmurz8Ky4QLEgESMS9rBC4BAS6yADYMLJlXD/crAbBWgxERfMfjdHPGrSHDHZXWXLAO8NauthGFjsN6eCvIcC2sYDgp+aNLSNDgJDnh9qz4j2dOhzRYB//zR0BIsoyaSGfMRb58DqgocseSwNLRnjwF8P6b32Czrm+4L1Y9uw14UhUSiNS4c0PbFaa+ZNGbK0A5EQVNfD3p8ETnY88pr3z3GMDzma9M6PMAaA8guVpp37DZ59+s+H98YCNAvJ5vkdeWFQxP6h9V5F6ga+CRSNhtxmYf5PIwVcOm9E54e0dwcF8fY1FSEpqLfQu3Xx0xBX2CPk+wwcCAWfY/IpX+fU06ayKVnDuLJSRpXGiFkesVAhZrgFhxy1uQh2c5pNTgV2ogLbAQcTz3PBcXCAhm0pstmsj98WpmxMOSVj4jSnHapWr5a57/qB2mS9uERLo4SjUaKWR8yMSbevZAZV2wQNKUR0hWCgB6UWxBzCToSwU83uWr/bgZkAJxLoYphDFFMXEeu1tIVyCJFXaoPYrtqjAW2V4GCQ1yVvUWjyOFgXUD+BgtBCSJtKBYFtHjKYcaTWMoYM9Af0V6bVt3SUZCkk4lTePlsyR+x6WieTh1QiOl7eTZisk7m0YQVMLId5b8EZz/sb36U/juPFc74CQNrH+jH3woIF5zBm9FG8tjLP/GeN7v1rTwh8X7Dwt/vd/0kkiTloCXQHV/UmJNPnHGDJZnm9f4MEc9XwfJIvdBwLSCEWRykSdH7Hv+6PODDmX0QwjeIEdPLepci0up6DY/4g7jHwraP1q3nkzl+y5Y3XGFdehp2zaciE2JJpxjQLsKwIdn01JYUW0ZiJ7Tg4jkP5GItoYZRocZxELIbjOJSUljJxyhQmnlaJFw6z4ZUaqpavZFAsJu8LPhJu1BLIh3ickpJSSkpLyFkW9cksKuNKCuiQSmQEG2FPWoLHnglFFq4XgrIxUJ6A8ggkLOlQ2JqXH0M0c+06Cvrv28cDNAX/3c5y+1toWxWsLYKDo35iAVhKkFS0H01LTZ1Zqg3aeiSrdBAyIJ+loG9ndBHQAsdUgpeVwFUkJPCIpg+uF/VrKLysIBZufhZIw+lXMeaimdTccSdsvenwPsZ+aOmzr/LjuacTNUPUNYjLb9CQo9ndR2Bwh4oWIeqOCVx9BdQ9AC17Bfb49g9F4+4uSPc9wP+HJEtXIFbJgcQROqLe7K9865wT2JR0acg4Au0QilL15stcfcaXKE4kaLEzPPzky5QPh1jiRM6aOpVN4YlsyEVJ2TmaXcg2erjVa6G8nJmXXYbjCDrDc6vWszu5DexGymafR/JHc2FwGUycKJg9puXn7DcTLrLwXBtlu7KtJQoNGcRppXP5HRjiQmlUii3T68WSsE3I+YBvAytgj/ZQ6AQV3fGgfdA2iO5J/hptgN208AhaBunAvsH9X/009ASGtlVxWtLRwTqd75+hfzUvOVSkm00DnAADTIiWSuqnZ/pWo++P9DIBJNo6PwgckqDxhw6sfZ6al/ohAijA4BNhVz4zyYpYfJTZRXLrar446hsAfcr8b0X0tdv2s980BKitOwHSqeST+GLkm7KfAfwK2XDfXskoSh9Ar9ffIYx6ExKU624NAIiqFT3maGo+7HhMD4b5R4ArRh/BqbNvJJVej+3BGeeX42UdUjkHkwi/PruM5myWbKaacSUxTp9/EqFInAbX4rlVz8IYi5KyKbhEOHd6JX9YuZ46p5zKM6ey5oWV7E4izY0iCIOumEBzxqZowe9o+tNKaZvamPaB3gohGsUt8nmOmxPU3GQGxk+A+ATp4lVTA5vXy3vjOL7C7SeiuI6P958V6OfW7B7tuNOFW5pp+53GWtM+Tdom+baHhYC2MBLBOoGDRwHV1I8sgNHkH0x3w4kir0kjogdlyDfT0xbBZ9EKGAZjfwT1GeleZAJ4kobmmbDjMfJpnUfDwO8GoGkB6mBIKexcDbwPAy6CvU8chufoHk079wK2pG3qXv/3Q3rdj8+AI9d0vn0pMgNvCay72v880IwZDdk8GVg6C47rbllxL9OssV9g2ab3yP3rdZi5Kn71o1f3WxXdXdKssD1dPHoYw6MO5SUxyo+L8/DSl3nax0bKxzqOgBGXEp84nVETK2ghStXSeyCeQBdGTpg5nQ2vrOeMMyewqTpJ0/0PwM468gw5BqdMZNDJZYyPR4k6kM6mWL9qNZjFEIr7jeczgAdDLoUyH/M/6WNnuZ701tihmXlQadVgbU2I08yv18Fv09qK66ODvl7rvQt1VN6oRyAUOA4O1gLoJwJgsMqD5+Zoa/rAvqlWJqKf1dE2G+TQZIf0D7oARk+V6sWWrJiuQywfHTQL5RN95cOBN6thSAJ2JhHNJAu8fDhvvmc05CgmV8RIjCnj6Uf/TK6Xwd8OJy2dM4jLHm+bxTYNCR/qSphDTZVjh5GYciPpxnpefHI5wTarEeDcwXD67JMIh0xm39dzHKlLRx4B0QRbqt+nANixB+aedRL16RSji2yi7sfc95KwyOFjB5E5biZb0i3UO1BSeTHlJ09hUqXFL5auJb0+CWuW+2eOAivhmBuJ//Aq0lVVUFMryRIlZT6fzgpuj5uV/H0rRLwoBoVR0i+uhawFuzzEkaaZdEzen0gMnIz03vjQRph5GoloaN7lB49bMxc1M9eZPH4vjtYiMb2vTh+FfLVwsE+AtjKCaaYW8MGnSQBAvhI4RttWacWIJVDn75NABjtJXrLr4PBngU5EJkACMSVz5PsiBwtMPKAchlRIbKAhhUxuHU/p/3TxojsYXV7K7+5+gDt/s5j1b6wnbGfJ1tXQknyRx9a9f7hv8YBpEHCDn75ZhuTur6RzLbk9zaL72ENd0cSxJ3Hhd69n/Mlj2FJXQ7NdxNPLHyWTc6irr4cd6ynjE8K0xR/qLVp0+rGcdfZMal94lt888z7DAfMYmHTVo1zzy2WwR646ddEfSKbTmKZJMlkLxCgtq6BuyVkwoBISE7n0367h4UnfoW2F+xGI++Y0IAuDQ7ArA4MtoiWlEI7RnLNRHvBeDhHBQY29AjgZJiUgnYRMsRxPinygNwjQprMXNSO3aAvwplGsbH97MPEF2ha9OuSFiX63d+OnwH9aBIDOvdBeUgt5aO2TPMff5nftoYnPXv5/e/oG4r21yPcY1e6xp/x9ToThlyOtkHyNoyQOEROq1sKOXx2WO98/nQDDC6HhVSrm/IzysjiOAytu/TnslaK/+fO+weIH+086KOR1wY6QM1eOhZkBdNGaIVAehmd2SLD32iEw8S/f5vrxD7UydW34XzkYRk0YxHNVu1m9p+Nr6356/42wr1oEnG5/1FGKqaZLz7iAxMyZJNNJ7GQ1nl1Lcs373apRKAV+MAmuuP4GwscVc823vs+SDbJt4YzjsUom0ozJ8NJy/uOeeymOFfDiSxuZNBTmnPcVvrsiSXKHLvD8OuAQPfdyzph5Hq8lawGTVDIJT88HJsCsy5gwYTLr71wkkA4brkPeDQsGngxeDvamAIfw6Im46UYI5zBMCBHDzTbCriDgpAagjADFAiZXCiSrYe+p5ItQtddCa+Vaw9cM3gus13A3BYg1rvsEBIvCOkJCbiavEgSzJT8VAuBoBeBmUZsAAB2hSURBVGeT9/VrARBFBsZGtNYEMmhp/l60176h7yHjsgzRGy3yEy4KIyoEAiJV59cKgHisx8CI2fCeLm3SCPP9nEaew5XXziLkwpY3nmX1I/92uO+o12iZ3/3L9eD1BgkoFyLIm51ZALrGYMEA+N3eA1eDdLwhAsyf9X0KS0q5/Z47Se/8gDEjv8Q3x1isefovraB6dy74HrGoybOrVmGGbBLRBGfNPo+f/OBaVh5A0FrTgoX389yq5XxtTBnR7Hq21P6V0YVQX3ED4ZMuJWtGscniZG1evPMB2PEGeR4xhvjCWyiOx2lM1ZC+/2HYeTfyXpRQdtu/UlwcI2JCoQmbqtaTSdaQrltP2JGW2rsdR/r7bm2EASWSVJHLgOcz6b0a4jkKw01oSCL/VNy/j220tQCCef+6YyH++vZMXFOwJqAwsF57QLRirBEQwv7vTz4NAsBSUmbiIkIgRF6z1bpUmHxB2GfFz98ZHYEY/0/432MIek0QPttvQzfAhL0hGF0qDTE+rAEegiG/htKENI956QH6Sy+FeUv+wrpX1pJ8Op+WGh57EeeeP50Z06fz0wu+Qt3WjYfxDnuPzgMKh0LLDpnVz9JxcVdX1F1XUW9QJd2DxjgYmgWccQqMKzuKix75H6yRX2X91r8g7UH1HP0CTFoMZpTohHKyVVVQXw8NP/S3Hw1UwClXQcSRwG1DDfK+gLwzxUAZkeERnIZVhAfH2b3LQvhOIWI/6Xhjo7+/5kkpRCTqrJ4y8sCVYX/fCCIY/EAykM8UCvr3ffj2Vnc35F1KwWyfYEZQsDXkp8ICMBWMpG3gN0JeYgYHQie3WXx2/P0d0fcBEwYmJGVtZ5q242fDwLCf/eMXqzh+d9f/v72zj4+qOvP498BMwsRMQoaSQCZlgPAyhYQSlxeNBRFdUF66tLBdsFJBKr7UVZdVa6Uvdle31VqtL/iCLbrQinahxS7SYj8BhS6o0QZN0EET1lAmbJJ2wAxloBM8+8e5J/dmmIQEksxMcn+fTz5z5947M8+9Ofc85zzn9/ye03sgvRSy3ND4rTO/Opkw5haceRGiuzeQ9fnpFA2HafnNPPDUa4m2rMuQhyqwsRkVX19E67KPncUiFG2zuxzDzP6w43TXfNf6557gxuW3cqJTbL4RQGfXfcahRuK6Pq9esA3gSffgdLmoP5aP6twPG+frEJBPfS59uEoMYxemLlkEU/NV6/ucRM3R6mgt4ZyHGtA2oFx3bAKYNTcAWjOErBnETcZvnQDoDQ7AKZVX9mDmCur4mhuT+hkhftZqNqbkVF8JDc1ALUzFhsyyUI3VGGGc0qwDzSLQ08lkV/9UEJPuQVbvgWOvMff6Ffi8Hib6c9n80Fq2v93VWkajSYQ+kh8zw/behfO5t4dlLpYDY8fAyS/9gH3VtQQCWwnsP8zqy0Zz09XzKLj+kR6zZXE6zLw8gwe3nehABbLRqA57EaZiU7yA2BUo0kOQM6MH/aD/TCWZfjCCGvm/hyJZGCJwgBmnD6Ces0JMVo5O+tL0T2snrYkYA4zPau6/Jq3oWL91ZqDXAzSzCEyiS5iYPq43OACHVCWH81AOQKveRTBrGgUxH5XeGgLKpnMOLA3V8V+KyZqKoFKBjFFLiyDVItQ9LCeZReBaI5vJNz1M+dr7WLByLoG6GgK/+60huds7sP7WqSydNxtKiih/6EUe3AObdvecMmspZvBhF7Bo1i0UFjWzbN4iPjfzii79raUDIX/KJdSFnASDIXYccbDqvu9Q5Auy/Bqln7rn52tobGggGgrjv3QJA3wTOeoIs6PWwxthlXzbGAhRuWeP4uUHK2H3d41fGAHTnsUz2U9hiZdDgUrqN2wwyTcOFxzbiOqY/TDscvD58EyeTWj7Jti/zjh2HabqpsECGug3aNRhlDPRi7pFmCEcPWgdAAznzAIu2ino0bwekGlHgPE9OplMn6Odw1HL3WyZMfUGB+CScAEtnNuWLLoofTvM0xYmoDp0nWqu44NeTMpYFi35ppluOL6LZInzdwzWnI7RLLrvNjat+TEcSV3K59ngRA1xdH81EyWr25XwAevv+zJjpyxi89aNbHvsv9mNOc70A/5hGWwx5DYenVVA0XQ/DQ1ZLHmsex3TX9/+Jfte34dvynT21Tt4as2TvLLzdVSHGISBNygBtiMBvKu/zdgpXlxRxXM4GgpRuW4T7N8O5MP1dzC5JBeX20FtTR0nHS7qq+uhplytCTQ1wyljjtHfp+QhaAaPFw6FUKQJHaZpNu5MGNJDjPJ6qfYUQa0bGvdihqV1UpjuszIwKaB6dqCpoXo077Bs647fkKRuifNbJXK0UOYJjGekNzgAYRiRhrrRehEzjJoBBDD5trZDUDHQJaiOvhoVg/RjUtI09QzUfYwNKYw2jid3Z+pc/AzRDwIQDsLBFGArdQG6c6G1FMWlmz4YIu7RuHN9FDY30Fj9HhN9/dhb9SlRdxpOpwt3bpRN+1uHU+69rIAoddy/s+ey72cPyyY/38NzFS7m/mgzkRw/O5Z+AaWlGgdjXmDuE0vYuwdC9y5DKdkDmXdC0XQo9kNFhZJxqKyAY3VAEwwtgVwfOI+qR+bdh1DPl+bbN6MGWPqZKcBkKOoROpideDHwurGtnYLWMIP4CgbZxqtejNZlb3UmcZNhj1XDs1ewgIRUnZKOmenF37/RN/X+20MaZlp5jbEv37JPxySt8UxQs4YS43g9qREKmoF6sHTor/NZpwlH5oVGwlD8gYt/YD/wLMXp9VK5OzE5Ge1JV5ekw6R549i2+f1WRV26CrdeM46i0sU8e/N3Kbfsvw+lbXR2Ibz5KJcZL3R6I4z0wcG1tB7sZKA6aF2W0aijnVkKx3Vp2iLUM1SByeP3YD5P81GDUgcmI8hamCobk5WXg8pnSuNMZo81nN0v5lzN8dKzB50b1ao/7PaCMANQdzgddbWbpJTfE0I8jwo+6zu/TEq5TwghUPW65xiWLpNStsvbM2cAGvpGWBT5FOfVcrwvagC1h0GoRt2EapC6YWq2g5VZUItaNOvOtZRBmEl854IrUA9UnMXqofOZfMNKXD4/DreToxVlVNy/4jx+y0YssoZNYGJhCbt2ts65cALTRsKOdks8KZRmgtsNgSNAJqy6+2oeXLed4EGzXcxd9i8sW7EcJydxuB2EG0KEAuW4oxHCvlG48oq4btqFMd98BasO/J5ZY1QPcfvjEapvXYYaJFRjFmZvb4CTTemcleR4PLi8PmojHso3bofGLZjOoh8qEKdZPnoROICZzVtoHNNrllrEu5LW7b/AOF+7NN3Jg7oK3d9Z1Y4HYIaC2nxWu90BCOACKeVxIYQT+ANK/vxGYKuUclPM+XNQtbrnAFOBR6WUU9v/jQHSrAmgy6pZM+Gsmhh9heVzNlyNqjWlG7vWCNHTR33v9PjOg2qklUDy8+iXbvoLVXUNRCIRCAUJPKAUQEvnfJmJVy4nEnVyoNnNnvXbYf8azs/Z2GgLVoZSLErGX8E1N0xn8/rn2PN22+FEAdyzeD4NTc00ZuVQEwwzqbSU/NxcCnO9PLJ2DZW7VZjSO+wSZpZeCg43A4pLmbl0OuGwYikdOAJ333QXoZd/ZHzzVJhzP74rS8lqaqYh/Bb1e2ogWA3BoOo2XB5o3EXHWG+XAM0w63HId8OucjhYjZoF6Lh8EEXv1IJuejFYw1ohTD97OrfpMLrGgtledTjHjXpmrSGnZtRAt12Ns54LAQkhMlAO4CbjL54DeAZ4TUq50Xh/AJghpWwzV1CIflI1k09RUycfZhgogh33j4eptNYGMSSgyUWNSpoxk+gitO70M1CNN1nv61cg0wWzS8HlIs/j4OslDu5ffg29jQHmBGYNA/LTePWNvzFx0hAmz/5Xnly7HRp7btF+7sgM5sybxzce65m1loxhM5hU4uPoBwEqPzSp3RnpaYz1OKg4cgKGXsKC2x9nWJGfiX4X7izY+VYDUWcOz97zqKqKt/8WWkbX1zzA9HnzyPVCTi7gAK9L1XPZXVZJcE8Voc2r6Fz98HGYFMwcTAZPLeYagHYAEdSzV4wKt1ajOn993I25nmlV/IyNZmRjOoN+6kIS6QCEEP2Bd1BzoTVSym8aIaCLUaS8MuBuoybwVuCHUso/GJ8tA74ppXw75jtXogoiAfydeeRsF5yGOUvQWXZ9MRyUjclSyEJNF5tRztNaS6oKlZGo44ajUY2zlmSsBGZCEwJq6a2zPh9w16obqWsuJOxw8vO16wgd78hItWux4LIRDCheydFgA+PdTTTWVdFQH6Sm5jDVx+N/pmQMVHzY/vcuHwjPnbNyqw5pvhbn2AzUcra1jxiCWgsrQXW4Rlx/pJeMf1zERSUl5ObCvopKAnuqYPNG1MjehepHdIfbFsYBCwBdSU9rboFqo39D9V16RuDBpGJrWnshppqBJmrE9nXx+r/kmQEMBH6NCvH8BeVK04C1QI1RLP4V4AcxDuAuKeU7bX+vU5oLJG1N5fVNKEDdYHvKr9hAOagGXEdrRzgVtZDlQjmBQlJnIbUAdU29a7TfFkaN/DKOUfkEyqrg9Gs98ps6uwZg5pz5vBHwcOKgGe/PGzaCSZOL8Hi8BIPV7Nh25mwkC/j6nAt5eNu5hxSLgcsmwZzrbmTi5deRN2Yiz/58LTu21/BSAGRFFFzNFK9cQOXWrZAV4ubvPE1DU4iqQJDA/XfRuk1nAJfC4AXQGMAkuIZhfAm+65aSm+ulvKIcn9fHoQYHcv0GQyJlLy3icdRghnI+QfU/WpXYquGjO3wnau1Ad+Ca3qkVDT7GXJvT+QLQ+pntF2ffWdGzLCAhxPeAv0opH7LsmwHcIaWcd24hoNhFYCuyMTPteudIsGPo7ML3VNR90yk+nZn2JhnGXI2n2ENo8x5SYf2it8A3cgKFXh87Kirg+GEWLLyWV7ZsIHr6/Gbc61bPYNqXlvDSQw+xY+tH7DyuVgB9mWmsfn4bOcXT2Vm2j6e2lCErgtAUglF5+Eons3zJbMZO8VD+VpiTzgHURpyEI7BrXRm8vJHWEtAA18K0y1Uh+KYw7LwPeB+mrQf/ZMABHh9U10BlLXxYiVpb09EFq8R8AWp2HcDM2rVKOugse6uEg55VZFv2Q2tSixWdJrh0+yLwYCAqpTwmhHABr6Iq5b0jpTxiLBI/ApyUUt4thJiLEqrRi8CPSSmnnOU3Es9FTVqMQ0llx0rEBlCjFN2xa2qbls3QcrNBkjvUY6MvYfVNtzC2dAoel5vcLAflgSp2b93O5lffImoNwQy9lslL5jIxL4tZS2ezrwbqPoa9FeX4i3OIRlw0EGF/5VFObCxT1blcDlUAvvGHxAvn5H3zYwDqH7gHUxgOVFjUCwOXqoJKpwO0TrCsgqEL4MjTca5oCCZNUydhQuvOX4/sB3CmXefNaOx2BzABlU3RH2XtL41Qzw5gMGr1dh9wo8EUEsATwJWoq10eG/+P8xu2A4iLcZiaI7H64LGFJ/y05gzrtPMAKZtH0f8rcLpvJIAlA7Q8dFfi5kng8Ezg8Vffa/O7vYMnUOgvpaqyktCxcqyhv0X94eXTlpY/8Fo+Ovo8m4/ASxsbCIVC1JbtgqpKOP5EJyy7EPWcGNUHM7PgeAB4H1V7oESd1t8Np2PzCMBk8xxFPaO5mLMDnTdgHXh1G3W9tySCnQ1awjVZmSuJRD9MSVow0891FSEvqmHHw/ny9bsL2ai82OQq+JJq6Gga5SggfzDsbWy7OExPwodimLRb7Wzaz1j1/etYfplq7Q+/r8bddfXw4j9/D/b/W3ufbgNDMBdrrX3NVMyB1T7MzjwDs7yjNURt1fXSfP9uWdPqKw7AhokhtI7pa80RMGOTfXm9JLmRMXQcJ468D5kzoLAQT54qdBQKhmD/es7sstNQYUA/qghQ187onKgx68ShGTg8xQAc2P9my/JpIhA//6ADNb/nvIDT76cwz8vF03PJ8YLXC7t/DVtW/RMc6siMcgRq8KEF2JYAz2BWajhsnONGESw+xRzhazkHrd3jtLzvloGW7QBs9DXEOsC+hHG0PZvrGHz9+4FXZbDWHmqdLasDjYsXrmBn2V7qj3Xut/woPlqs8ygZCA6PKkld304tgXhhqLnAK6ShZrJGKdj0q8CXQ1ZxKUXFxURxU35vbMYwwBUwcjb+O27A6YQoTdAEgYoAbNwIp6s4+xqZln3QFF3N0z+J6vSHYNI9P0E5A03L1pR1HRYCU/KmSwZptgOw0VloSlsq5U/0QwUGulPALlV0pzorG34mMvoXEHV78Hsd5BCmORxhb/AwsosKvXQWiz+fjcvjYNKUS7n5ttvY8NA6frFhA7sbPz3jPzLq1vW43Lk4slyE65uoxUt+lofpRW4ceR7cLnhs6lfh9Asxn7wK/mEp/tmLCOwqh6gbqIPNP+TMfINraRGSo8B41YvCTst5Wq0TVEevBybxZitWfR/rIvF5wXYANjqLc+Ib9yC0FkpP2Geduls71d4+y+hH3tBCom4vLpcLlyuHqKsZn8vDvsBbNB08k26bASycNoQNu7v3vmT0H82vfvMSB0LV1J10MmnuArZtD/Dq1l0EN/87rWPzI4C5RjkRL8wsYfa8mYwvdnIyAk/eswW27UEljpVjDnwmoEbkeZgaQrEddobxegLVHqwFOxtIkufHdgA2YpHNmdmIBtuhJUuyliRpwAmGlZ+t5UfcqGXRvkCfHaHqRbjcjCoqxuVxE4lEyHe5OBAI4GgIEGzsHtXYmZcVcDQMoaZmmk9GyB3gpebD91vCR77MNPyTFzH+S1/DmeOmpiHEpjUb4WANHfvfZAB3YKp+1qGIEW1dzwg69lwkFXHCdgA2YjEE1dEbBWHIshyLkhrZwD2FEahOwUqfTYUwUGeRjclV1/FqN/SfAo4cyHORUVJMjsOlZgTN9YQ+rsKX5WC8O8yh6jK2v9v9nV5JOkSawemAiSUTePGN6lb5AUt//BHuXC9PLl0GJBtFOCEhRNsB2IgHzUbQaqEDUJTQZK8BkAgU0LP0Yi3GNwpTsE/XdY6V9DhHpBfAKS1PMAjIg/4D4LQLU53SqG07MA+cTZDjAo8PkQXDPB7C1Xs42VDDiUNK2njBSKhtgIo29IFSCx3l5Se99Px5OQDH2U+xkTqwCklpDfFP6N2x7K5AT3b+g1AdfyVqtuEz9mt1yBCmJPB5jCZP6SLmWmfeDaebUaFArRbrArbDsQiQBZESoBmJh0MukKEwBJvQ4Y4tHagB0OMYerWq7hU6qmr2Dp4JjRWouH57MxZrVu4QjAwClBP2G/u1UJxmQo1G/Z96+nkaQXeRH/qd/RQbqYNPMRey+oaQWupBK0MORy105xn7dPU23SnphccRqAXLc0T6KOivCwIZ8uHpHhjphzE+lDPKU8cj9RCOQKgJWVkOoRCcrm3v288JApg9JoPVq+7s8GdKxl/CgoU34kzXjBzj9cgLcLABvEWUPrmT1X94HN99z8Pin0Lm1e18o9W5RlAdvdbO0jL0EZRjyEAlgvlRDiKDnoW1DOX8Lv1mOwTU65D0U9ZzxPlTH/sWMlCdmReTjx4GfDDMDzkOhDOLXOoJN9VxoiEEx4KQ6QVfEUQgz+fCQYRcZzMVr1fAqa6Tqs4AFi6ezzD/dDb/bguFWfDKqx1bm8oYNpX8JQ9SF4lyouwV2P9InLNWKPGa0+Wo+3C2RWOdZ9CEmiW1NcpfgXLW5ajnLOHUYXsNwIaN3oEL6Vq1044MBmLXP0YjxozC5XJAxEXU5SD6rubTtyV70HlkAQuv/wq4R+FwQmNFBUQiVNQ3UPthR5PPCmDhd1j8jZXsrwpQeedqOPWrmHMygCsV0+n4ds49fDMaU2/rKEqWxomilyZ0YGI7ABs2egUyr4JoCE69SYtCJa+R0Fnd0BlMnr2I8uefRMXCB6FmEl0TYvSNv4qZ8xZQOCqfmuoaHO5cTtJMDlEi4QYam4JUVFRA6OhZHEMBzHoKkZ+Fy1MIzggn6hvg+Wm0riWuVXLP9X7GUkAzMNcMEiJVbjsAGzZSG7qzhzOLiScTNJW0GxZB06finzcbtzsXV56LmSV+glEnJ5051NZWUJTrp6aynO0PX49aONeFWWJDO2kw9NvgyYJoE+QNB9cAiNTB7jJU+MZNx8JCncUQzAIxPUYssB2ADRuph2zUSDqHpOvw0wfBKRfxO7GupMwOQgz0M7b0UgLb/gPGrCDDO4qcPJhz+QKOOqLQ7CIUiRCursXlhoZgmMDGMji1EZPRFDvyHk1LJz9sAeR71Tq3wwG1RyFYC0deR7F+uishssdmbbYDsGEjtZBMWkwXwlAvNEfAEUE4XciIE0JuOK2zZ89PfK49jJp1J678EiorquHdDbTOU5mAGF+CjHopnTeTYcO9uN1unv3JWlXFK9QMNZVwvArVkcejSk4ASiDTKBgTdYHXA14fRB1QUw6HHiWFWXO9wgGEgQOJtuM88Bngz4k24jxg259Y2PYnDqlsO8BYKaX77KfFR7Ikgh04Hy+WaAgh3rbtTxxs+xOLVLY/lW0HZf/5fN5OBLNhw4aNPgrbAdiwYcNGH0WyOIC1iTbgPGHbn1jY9icWqWx/KtsO52l/UiwC27Bhw4aNnkeyzABs2LBhw0YPI+EOQAhxpRDigBCiWghxd6LtiQchxDohRIMQosqyzyOE+L0Q4iPjNcfYL4QQjxnX854QIl6l6h6DEOKzQoidQogPhBD7hRC3pZj9A4QQbwkh3jXs/76xf4QQ4k3D/peEEGnG/nTjfbVxfHgi7dcQQvQXQlQIIbYa71PGfiHEx0KISiHEPs06SZX2Y9g0UAixSQgRMJ6Di1PFfiHEWOO+678mIcTtXWa/lDJhfyi9vhpgJCo75l1gXCJtasPO6SilrirLvgeBu43tu4EHjO05wG9RqrcXAW8m2PahwIXGthv4EBiXQvYLINPYdqLy9y9ClYNabOx/GrjJ2L4ZeNrYXgy8lOj2Y9iyCngB2Gq8Txn7gY+Bz8TsS4n2Y9j0n8DXje00YGAq2W+5jv4oHQ5fV9mf6Au6GNhuef8t4FuJvtFt2Do8xgEcAIYa20NRuQwAzwBL4p2XDH/Ay8Dfp6L9KOWtP6LE2f8MOGLbEbAduNjYdhjniQTbXQCUATOBrcbDmUr2x3MAKdF+UMKj/xt7D1PF/hibZwH/05X2JzoE5AX+ZHl/GFMVK9mRJ6U8AmC85hr7k/aajHBCCWoUnTL2G+GTfaiqHb9HzRqPSSmbjVOsNrbYbxz/BCXhmEj8BLgLU/thEKllvwReFUK8I4RYaexLlfYzEmgEnjNCcD8VQlxA6thvxWJgo7HdJfYn2gGIOPtSnZaUlNckhMgENgO3Symb2js1zr6E2i+lPC2lnIgaSU8BPhfvNOM1qewXQswDGqSU71h3xzk1Ke03cImU8kLgKuAbQojp7ZybbPY7UOHbp6SUJcBfUSGTtpBs9gNgrBF9Efivs50aZ1+b9ifaARwGPmt5X4BSn0oF1AshhgIYrw3G/qS7JiGEE9X5/0JKqStmpIz9GlLKYyiB/IuAgUIILWVitbHFfuN4NqqKR6JwCfBFIcTHwIuoMNBPSB37kVLWGa8NwK9RTjhV2s9h4LCUUms/b0I5hFSxX+Mq4I9SynrjfZfYn2gHUA6MNhgRaagpzm8SbFNH8RvgWmP7WlRsXe//mrEafxHwiZ6qJQJCCAH8DPhASvmw5VCq2D9YCDHQ2HYBVwAfADuBRcZpsfbr61oE7JBGMDQRkFJ+S0pZIKUcjmrfO6SUXyVF7BdCXCCEcOttVBy6ihRpP1LK/wP+JIQYa+y6HCVvmhL2W7AEM/wDXWV/EixszEExU2qA1Ym2pw0bNwJHgCjKw65AxWXLUPq1ZYDHOFcAa4zrqQQmJdj2L6CmgO8B+4y/OSlk/wSgwrC/CviusX8k8BZQjZoWpxv7Bxjvq43jIxPdfizXMgOTBZQS9ht2vmv87dfPaKq0H8OmicDbRhvagirCkEr2Z6CKRmRb9nWJ/XYmsA0bNmz0USQ6BGTDhg0bNhIE2wHYsGHDRh+F7QBs2LBho4/CdgA2bNiw0UdhOwAbNmzY6KOwHYANGzZs9FHYDsCGDRs2+ihsB2DDhg0bfRT/D0vP3z2E980gAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Checking\n",
    "imshow(imgR_np)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Process\n",
    "From S_6 = S_(L+1) to S_1(Final Result)\n",
    "\n",
    "Feature Domain\n",
    "    > FeatureExtractor\n",
    "    > PatchMatch\n",
    "    > BDS Voting\n",
    "\n",
    "Image Domain\n",
    "    > Resolution equal\n",
    "    > Local Color Transfer"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## FeatureExtractor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "class FeatureExtractor(nn.Sequential):\n",
    "    def __init__(self):\n",
    "        super(FeatureExtractor, self).__init__()\n",
    "\n",
    "    def add_layer(self, name, layer):\n",
    "        self.add_module(name, layer)\n",
    "\n",
    "    def forward(self, x, feature_id):\n",
    "        for idx, module in enumerate(self._modules):\n",
    "            x = self._modules[module](x)\n",
    "            if idx == feature_id:\n",
    "                return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "vgg_temp = models.vgg19(pretrained=True).features\n",
    "model = FeatureExtractor()  # The new Feature extractor module network\n",
    "\n",
    "conv_counter = 1\n",
    "relu_counter = 1\n",
    "\n",
    "block_counter = 1\n",
    "\n",
    "for i, layer in enumerate(list(vgg_temp)):\n",
    "    if isinstance(layer, nn.Conv2d):\n",
    "        name = \"conv_\" + str(block_counter) + \"_\" + str(conv_counter)\n",
    "        conv_counter += 1\n",
    "        model.add_layer(name, layer)\n",
    "\n",
    "    if isinstance(layer, nn.ReLU):\n",
    "        name = \"relu_\" + str(block_counter) + \"_\" + str(relu_counter)\n",
    "        relu_counter += 1\n",
    "        model.add_layer(name, layer)\n",
    "\n",
    "    if isinstance(layer, nn.MaxPool2d):\n",
    "        name = \"pool_\" + str(block_counter) \n",
    "        bn_counter = relu_counter = conv_counter = 1\n",
    "        block_counter += 1\n",
    "        model.add_layer(name, layer)  # Is nn.AvgPool2d((2,2)) better than nn.MaxPool2d?\n",
    "\n",
    "if USE_CUDA:\n",
    "    model.cuda('cuda:3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FeatureExtractor(\n",
      "  (conv_1_1): Conv2d(3, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_1_1): ReLU(inplace)\n",
      "  (conv_1_2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_1_2): ReLU(inplace)\n",
      "  (pool_1): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_2_1): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_2_1): ReLU(inplace)\n",
      "  (conv_2_2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_2_2): ReLU(inplace)\n",
      "  (pool_2): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_3_1): Conv2d(128, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_1): ReLU(inplace)\n",
      "  (conv_3_2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_2): ReLU(inplace)\n",
      "  (conv_3_3): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_3): ReLU(inplace)\n",
      "  (conv_3_4): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_3_4): ReLU(inplace)\n",
      "  (pool_3): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_4_1): Conv2d(256, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_1): ReLU(inplace)\n",
      "  (conv_4_2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_2): ReLU(inplace)\n",
      "  (conv_4_3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_3): ReLU(inplace)\n",
      "  (conv_4_4): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_4_4): ReLU(inplace)\n",
      "  (pool_4): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      "  (conv_5_1): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_1): ReLU(inplace)\n",
      "  (conv_5_2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_2): ReLU(inplace)\n",
      "  (conv_5_3): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_3): ReLU(inplace)\n",
      "  (conv_5_4): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
      "  (relu_5_4): ReLU(inplace)\n",
      "  (pool_5): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      ")\n",
      "['relu_1_1', 'relu_2_1', 'relu_3_1', 'relu_4_1', 'relu_5_1']\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(model)\n",
    "print([list(model._modules)[idx] for idx in FEATURE_IDS])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_feature(img_tensor, feature_id):\n",
    "    if USE_CUDA:\n",
    "        img_tensor = img_tensor.cuda('cuda:3')\n",
    "\n",
    "    feature = model(img_tensor, feature_id)\n",
    "    feature = feature.data.squeeze().cpu().numpy().transpose(1, 2, 0)\n",
    "    return np.array(feature)\n",
    "\n",
    "def normalize(feature):\n",
    "    return feature / np.linalg.norm(feature, ord=2, axis=2, keepdims=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "feat5S = normalize(get_feature(imgS, FEATURE_IDS[4]))\n",
    "feat5R = normalize(get_feature(imgR, FEATURE_IDS[4]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(25, 45, 512)\n",
      "(24, 43, 512)\n"
     ]
    }
   ],
   "source": [
    "# Checking\n",
    "print(feat5S.shape)\n",
    "print(feat5R.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# (IN PROGRESS)\n",
    "# EXPERIMENTAL\n",
    "class DeepDream():\n",
    "    \"\"\"\n",
    "        Produces an image that minimizes the loss of a convolution\n",
    "        operation for a specific layer and filter\n",
    "    \"\"\"\n",
    "    def __init__(self, model, selected_layer, selected_filter, im_path):\n",
    "        self.model = model\n",
    "        self.selected_layer = selected_layer\n",
    "        self.selected_filter = selected_filter\n",
    "        self.conv_output = 0\n",
    "        self.image = image_loader(im_path, flip=False)\n",
    "\n",
    "        if USE_CUDA:\n",
    "            self.model.cuda('cuda:3')\n",
    "            self.image = self.image.cuda('cuda:3')\n",
    "\n",
    "        self.image.requires_grad_()\n",
    "        # Hook the layers to get result of the convolution\n",
    "        self.hook_layer()\n",
    "\n",
    "    def hook_layer(self):\n",
    "        def hook_function(module, grad_in, grad_out):\n",
    "            # Gets the conv output of the selected filter (from selected layer)\n",
    "            self.conv_output = grad_out[0, self.selected_filter]\n",
    "\n",
    "        # Hook the selected layer\n",
    "        self.model[self.selected_layer].register_forward_hook(hook_function)\n",
    "\n",
    "    def dream(self):\n",
    "        # Define optimizer for the image\n",
    "        # Earlier layers need higher learning rates to visualize whereas lower layers need less\n",
    "        optimizer = optim.SGD([self.image], lr=12, weight_decay=1e-4)\n",
    "        # optimizer = optim.Adam([self.image], lr=0.1, weight_decay=1e-6)\n",
    "        for i in range(1, 251):\n",
    "            optimizer.zero_grad()\n",
    "            # Assign image to a variable to move forward in the model\n",
    "            x = self.image\n",
    "            for index, layer in enumerate(self.model):\n",
    "                # Forward\n",
    "                x = layer(x)\n",
    "                # Only need to forward until the selected layer is reached\n",
    "                if index == self.selected_layer:\n",
    "                    break\n",
    "            # Loss function is the mean of the output of the selected layer/filter\n",
    "            # We try to minimize the mean of the output of that specific filter\n",
    "            loss = -torch.mean(self.conv_output)\n",
    "            if i % 10 == 0:\n",
    "                print(\"Iteration:\", str(i) + \"/250\", \"Loss:\", \"{0:.2f}\".format(loss.data.cpu().numpy()))\n",
    "            # Backward\n",
    "            loss.backward()\n",
    "            # Update image\n",
    "            optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 10/250 Loss: -21.25\n",
      "Iteration: 20/250 Loss: -56.55\n",
      "Iteration: 30/250 Loss: -85.62\n",
      "Iteration: 40/250 Loss: -110.38\n",
      "Iteration: 50/250 Loss: -132.78\n",
      "Iteration: 60/250 Loss: -153.31\n",
      "Iteration: 70/250 Loss: -172.35\n",
      "Iteration: 80/250 Loss: -190.09\n",
      "Iteration: 90/250 Loss: -206.54\n",
      "Iteration: 100/250 Loss: -221.93\n",
      "Iteration: 110/250 Loss: -236.68\n",
      "Iteration: 120/250 Loss: -250.73\n",
      "Iteration: 130/250 Loss: -264.05\n",
      "Iteration: 140/250 Loss: -277.05\n",
      "Iteration: 150/250 Loss: -289.53\n",
      "Iteration: 160/250 Loss: -301.58\n",
      "Iteration: 170/250 Loss: -313.25\n",
      "Iteration: 180/250 Loss: -324.68\n",
      "Iteration: 190/250 Loss: -335.95\n",
      "Iteration: 200/250 Loss: -346.91\n",
      "Iteration: 210/250 Loss: -357.66\n",
      "Iteration: 220/250 Loss: -368.27\n",
      "Iteration: 230/250 Loss: -378.75\n",
      "Iteration: 240/250 Loss: -389.03\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Iteration: 250/250 Loss: -399.19\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fb2f806af28>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# (IN PROGRESS)\n",
    "# EXPERIMENTAL\n",
    "cnn_layer = FEATURE_IDS[4]\n",
    "filter_pos = 94\n",
    "dd = DeepDream(vgg_temp, cnn_layer, filter_pos, imgS_path)\n",
    "# This operation can also be done without Pytorch hooks\n",
    "# See layer visualisation for the implementation without hooks\n",
    "dd.dream()\n",
    "\n",
    "dd_image_np = dd.image.detach().squeeze().cpu().numpy().transpose(1, 2, 0)\n",
    "imshow(dd_image_np * [0.229, 0.224, 0.225] + [0.485, 0.456, 0.406])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## PatchMatch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PatchMatch: \n",
    "    def __init__(self, a, b, patchsize=3):\n",
    "        self.a = a\n",
    "        self.a_height = self.a.shape[1]    #C * H * W (e.g. 3 * 224 * 224)  == [0] * [1] * [2]\n",
    "        self.a_width = self.a.shape[2]\n",
    "        self.b = b\n",
    "        self.b_height = self.b.shape[1]\n",
    "        self.b_width = self.b.shape[2]\n",
    "        self.patchsize = patchsize\n",
    "        self.channels = self.a.shape[0]\n",
    "\n",
    "        self.nnf = np.zeros((self.a.shape[1], self.a.shape[2], 2)).astype(np.int) #nnf build\n",
    "        self.nnd = np.zeros((self.a.shape[1], self.a.shape[2])) #nnf distance\n",
    "        self.init_nnf()\n",
    "\n",
    "    def init_nnf(self):\n",
    "        for ay in range(0, self.a_height):\n",
    "            for ax in range(0, self.a_width):\n",
    "                by = np.random.randint(0, self.b_height)\n",
    "                bx = np.random.randint(0, self.b_width)\n",
    "                self.nnf[ay, ax, :] = [by, bx]\n",
    "                self.nnd[ay, ax] = self.calc_dist(ax, ay, bx, by)\n",
    "    \n",
    "    \n",
    "    def calc_dist(self, ax, ay, bx, by, cutoff = 2147483647):\n",
    "        \"\"\"\n",
    "        Measures distance between 2 patches across all channels\n",
    "        ax -- x coordinate of patch a\n",
    "        ay -- y coordinate of patch a\n",
    "        bx -- x coordinate of patch b\n",
    "        by -- y coordinate of patch b\n",
    "        cutoff\n",
    "        \"\"\"\n",
    "        num_pixels = 0\n",
    "        pixel_sum = 0\n",
    "        dmax = self.patchsize // 2  # dmax = 1\n",
    "        for dy in range(-dmax, dmax + 1): #from middle pixel in patch to around pixel by -1~+1 \n",
    "            for dx in range(-dmax, dmax + 1):\n",
    "                pixel_exists_in_a = (ay + dy) < self.a_height and (ay + dy) >= 0 and (ax + dx) < self.a_width and (ax + dx) >= 0\n",
    "                pixel_exists_in_b = (by + dy) < self.b_height and (by + dy) >= 0 and (bx + dx) < self.b_width and (bx + dx) >= 0\n",
    "                if pixel_exists_in_a and pixel_exists_in_b:\n",
    "                    for dc in range(0, self.channels):\n",
    "                        dp_tmp = self.a[dc, ay + dy, ax + dx] - self.b[dc, by + dy, bx + dx]\n",
    "                        pixel_sum += (dp_tmp * dp_tmp)\n",
    "                    num_pixels += 1\n",
    "\n",
    "        ans = pixel_sum / num_pixels\n",
    "        if ans >= cutoff: return cutoff\n",
    "        return ans\n",
    "\n",
    "    def improve_guess(self, ax, ay, xbest, ybest, dbest, bx, by):\n",
    "        d = self.calc_dist(ax, ay, bx, by)\n",
    "        if d < dbest:\n",
    "            dbest = d\n",
    "            xbest = bx\n",
    "            ybest = by\n",
    "        return xbest, ybest, dbest\n",
    "\n",
    "    def improve_nnf(self, total_iter=5):\n",
    "        for iter in range(total_iter):\n",
    "            print(iter)\n",
    "            ystart, yend, ychange = 0, self.a_height, 1\n",
    "            xstart, xend, xchange = 0, self.a_width, 1\n",
    "            if iter % 2 == 1:\n",
    "                ystart, yend, ychange = yend - 1, -1, -1\n",
    "                xstart, xend, xchange = xend - 1, -1, -1\n",
    "            for ay in range(ystart, yend, ychange):\n",
    "                for ax in range(xstart, xend, xchange):\n",
    "                    # best guess\n",
    "                    ybest, xbest = self.nnf[ay, ax]\n",
    "                    dbest = self.nnd[ay, ax]\n",
    "\n",
    "                    # propagation\n",
    "\n",
    "                    if (ax - xchange) < self.a_width and (ax - xchange) >= 0:\n",
    "                        yp, xp = self.nnf[ay, ax - xchange]\n",
    "                        xp += xchange\n",
    "                        if xp < self.b_width and xp >= 0:\n",
    "                            xbest, ybest, dbest = self.improve_guess(ax, ay, xbest, ybest, dbest, xp, yp)\n",
    "                    if (ay - ychange) < self.a_height and (ay - ychange) >= 0:\n",
    "                        xp, yp = self.nnf[ay - ychange, ax]\n",
    "                        yp += ychange\n",
    "                        if yp < self.b_height and yp >= 0:\n",
    "                            xbest, ybest, dbest = self.improve_guess(ax, ay, xbest, ybest, dbest, xp, yp)\n",
    "\n",
    "                    # random search\n",
    "\n",
    "                    mag = max(self.b_height, self.b_width)\n",
    "\n",
    "                    while mag >= 1:\n",
    "                        ymin, ymax = max(ybest - mag, 0), min(ybest + mag, self.b_height)\n",
    "                        xmin, xmax = max(xbest - mag, 0), min(xbest + mag, self.b_width)\n",
    "                        yp = np.random.randint(ymin, ymax)\n",
    "                        xp = np.random.randint(xmin, xmax)\n",
    "                        xbest, ybest, dbest = self.improve_guess(ax, ay, xbest, ybest, dbest, xp, yp)\n",
    "                        mag = mag // 2\n",
    "\n",
    "                    self.nnf[ay, ax, :] = [ybest, xbest]\n",
    "                    self.nnd[ay, ax] = dbest\n",
    "\n",
    "    def solve(self):\n",
    "        self.improve_nnf(total_iter=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "snn = PatchMatch(feat5S.transpose(2, 0, 1), feat5R.transpose(2, 0, 1)) #S->R\n",
    "# snn = PatchMatchTest(feat5S, feat5S, feat5R, feat5R, 3)\n",
    "snn.solve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(25, 45, 2)\n",
      "(25, 45)\n"
     ]
    }
   ],
   "source": [
    "print(snn.nnf.shape) #(14,14,2)\n",
    "print(snn.nnd.shape) #(14,14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n"
     ]
    }
   ],
   "source": [
    "rnn = PatchMatch(feat5R.transpose(2, 0, 1), feat5S.transpose(2, 0, 1)) #R->S\n",
    "rnn.solve()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(24, 43, 2)\n",
      "(24, 43)\n"
     ]
    }
   ],
   "source": [
    "print(rnn.nnf.shape) #(14,14,2)\n",
    "print(rnn.nnd.shape) #(14,14)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## BDS Voting (Reconstruct)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bds_vote(snn, rnn, snnd, rnnd, src, patchsize=3):\n",
    "    \"\"\"\n",
    "    Reconstructs an image or feature map by bidirectionaly\n",
    "    similarity voting\n",
    "    \"\"\"\n",
    "\n",
    "    src_height = src.shape[1]   # C * H * W\n",
    "    src_width = src.shape[2]\n",
    "    channels = src.shape[0]\n",
    "    print(\"src_height: \" + str(src_height))\n",
    "    print(\"src_width: \" + str(src_width))\n",
    "\n",
    "    dest_height = snn.shape[1]\n",
    "    dest_width = snn.shape[2]\n",
    "    dest = np.zeros((channels, dest_height, dest_width))\n",
    "\n",
    "    print(\"dest_height: \" + str(dest_height))\n",
    "    print(\"dest_width: \" + str(dest_width))\n",
    "\n",
    "    pmax = patchsize // 2\n",
    "\n",
    "    weights = np.zeros((dest_height, dest_width))\n",
    "    ws = 1 / (snn.shape[1] * snn.shape[2])  # (dest_height * dest_width)\n",
    "    wr = 1 / (rnn.shape[1] * rnn.shape[2])  # (src_height * src_width)\n",
    "\n",
    "    # coherence\n",
    "    # The S->R forward NNF enforces coherence\n",
    "    for i in range(dest_height):\n",
    "        for j in range(dest_width):\n",
    "            py = snn[0, i, j]\n",
    "            px = snn[1, i, j]\n",
    "\n",
    "            for dy in range(-pmax, pmax + 1):\n",
    "                if i + dy < 0:\n",
    "                    continue\n",
    "                if i + dy >= dest_height:\n",
    "                    break\n",
    "                if py + dy < 0:\n",
    "                    continue\n",
    "                if py + dy >= src_height:\n",
    "                    break\n",
    "                for dx in range(-pmax, pmax + 1):\n",
    "                    if j + dx < 0:\n",
    "                        continue\n",
    "                    if j + dx >= dest_width:\n",
    "                        break\n",
    "                    if px + dx < 0:\n",
    "                        continue\n",
    "                    if px + dx >= src_width:\n",
    "                        break\n",
    "                    for ch in range(channels):\n",
    "                        dest[ch, i + dy, j + dx] += ws * src[ch, py + dy, px + dx]\n",
    "                    weights[i + dy, j + dx] += ws\n",
    "\n",
    "\n",
    "    # completeness\n",
    "    # The R->S backward NNF enforces completeness\n",
    "    for i in range(src_height):\n",
    "        for j in range(src_width):\n",
    "            py = rnn[0, i, j]\n",
    "            px = rnn[1, i, j]\n",
    "\n",
    "            for dy in range(-pmax, pmax + 1):\n",
    "                if i + dy < 0:\n",
    "                    continue\n",
    "                if i + dy >= src_height:\n",
    "                    break\n",
    "                if py + dy < 0:\n",
    "                    continue\n",
    "                if py + dy >= dest_height:\n",
    "                    break\n",
    "                for dx in range(-pmax, pmax + 1):\n",
    "                    if j + dx < 0:\n",
    "                        continue\n",
    "                    if j + dx >= src_width:\n",
    "                        break\n",
    "                    if px + dx < 0:\n",
    "                        continue\n",
    "                    if px + dx >= dest_width:\n",
    "                        break\n",
    "                    for ch in range(channels):\n",
    "                        dest[ch, py + dy, px + dx] += wr * src[ch, i + dy, j + dx]\n",
    "                    weights[py + dy, px + dx] += wr\n",
    "\n",
    "    for y in range(dest_height):\n",
    "        for x in range(dest_width):\n",
    "            s = 1 if weights[y, x] == 0 else (1 / weights[y, x])\n",
    "            for ch in range(channels):\n",
    "                dest[ch, y, x] *= s\n",
    "\n",
    "    return dest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[0.4941, 0.5059, 0.5176,  ..., 0.7765, 0.7412, 0.6118],\n",
      "         [0.4863, 0.4980, 0.5098,  ..., 0.8000, 0.6235, 0.5373],\n",
      "         [0.4824, 0.4941, 0.5059,  ..., 0.6078, 0.5176, 0.4980],\n",
      "         ...,\n",
      "         [0.1098, 0.1020, 0.0588,  ..., 0.1882, 0.1725, 0.1686],\n",
      "         [0.0902, 0.0784, 0.0510,  ..., 0.1608, 0.1490, 0.1490],\n",
      "         [0.0745, 0.0627, 0.0471,  ..., 0.1412, 0.1333, 0.1412]],\n",
      "\n",
      "        [[0.7020, 0.7137, 0.7255,  ..., 0.8902, 0.8667, 0.7882],\n",
      "         [0.6941, 0.7059, 0.7137,  ..., 0.8980, 0.7961, 0.7373],\n",
      "         [0.6902, 0.7020, 0.7098,  ..., 0.7843, 0.7255, 0.7059],\n",
      "         ...,\n",
      "         [0.2588, 0.2431, 0.1294,  ..., 0.3098, 0.2941, 0.2824],\n",
      "         [0.2275, 0.2078, 0.1294,  ..., 0.2824, 0.2667, 0.2588],\n",
      "         [0.2039, 0.1725, 0.1255,  ..., 0.2588, 0.2471, 0.2510]],\n",
      "\n",
      "        [[0.8353, 0.8392, 0.8510,  ..., 0.9216, 0.9137, 0.8824],\n",
      "         [0.8275, 0.8353, 0.8392,  ..., 0.9255, 0.8824, 0.8549],\n",
      "         [0.8235, 0.8314, 0.8353,  ..., 0.8824, 0.8471, 0.8314],\n",
      "         ...,\n",
      "         [0.3882, 0.3608, 0.1882,  ..., 0.4118, 0.3961, 0.3843],\n",
      "         [0.3490, 0.3176, 0.1961,  ..., 0.3882, 0.3725, 0.3608],\n",
      "         [0.3176, 0.2706, 0.1922,  ..., 0.3569, 0.3490, 0.3490]]])\n"
     ]
    }
   ],
   "source": [
    "#(512 14 14)  imgR = 3 224 224    reR = 512 14 14\n",
    "def image_to_tensor(img, img_transforms = []):\n",
    "    normalize = transforms.Normalize(\n",
    "        mean=[0.485, 0.456, 0.406],\n",
    "        std=[0.229, 0.224, 0.225]\n",
    "    )\n",
    "    transform = transforms.Compose(img_transforms + [\n",
    "        transforms.ToTensor(),\n",
    "\n",
    "    ])\n",
    "    return transform(img)\n",
    "\n",
    "def resized_R(self, size):\n",
    "        return image_to_tensor(origR, [transforms.Resize(size)])\n",
    "def resized_S(self,size):\n",
    "        return image_to_tensor(origS,[transforms.Resize(size)])\n",
    "\n",
    "Rs_R = resized_R(origR, feat5R.shape[:2])\n",
    "\n",
    "print(Rs_R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 24, 43])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Rs_R.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(Rs_R)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[0.0196, 0.0039, 0.0078,  ..., 0.0431, 0.0627, 0.0431],\n",
      "         [0.0784, 0.0392, 0.0118,  ..., 0.1020, 0.0627, 0.0196],\n",
      "         [0.1137, 0.1098, 0.0549,  ..., 0.1412, 0.0824, 0.0275],\n",
      "         ...,\n",
      "         [0.2627, 0.2627, 0.2667,  ..., 0.3569, 0.3255, 0.1804],\n",
      "         [0.2706, 0.1843, 0.2667,  ..., 0.6431, 0.4157, 0.2039],\n",
      "         [0.0941, 0.1686, 0.2078,  ..., 0.5961, 0.2706, 0.1647]],\n",
      "\n",
      "        [[0.0157, 0.0039, 0.0078,  ..., 0.0314, 0.0431, 0.0314],\n",
      "         [0.0510, 0.0275, 0.0118,  ..., 0.0667, 0.0431, 0.0157],\n",
      "         [0.0706, 0.0706, 0.0353,  ..., 0.0863, 0.0510, 0.0235],\n",
      "         ...,\n",
      "         [0.1529, 0.1804, 0.2000,  ..., 0.2431, 0.2314, 0.1176],\n",
      "         [0.1843, 0.1098, 0.1725,  ..., 0.4235, 0.2863, 0.1294],\n",
      "         [0.0824, 0.1333, 0.1529,  ..., 0.3529, 0.1765, 0.1137]],\n",
      "\n",
      "        [[0.0353, 0.0275, 0.0314,  ..., 0.0471, 0.0510, 0.0431],\n",
      "         [0.0431, 0.0392, 0.0314,  ..., 0.0549, 0.0471, 0.0392],\n",
      "         [0.0510, 0.0510, 0.0471,  ..., 0.0627, 0.0510, 0.0431],\n",
      "         ...,\n",
      "         [0.0706, 0.1059, 0.1255,  ..., 0.1569, 0.1608, 0.0863],\n",
      "         [0.1294, 0.0588, 0.0706,  ..., 0.1961, 0.1804, 0.0863],\n",
      "         [0.0667, 0.0902, 0.0863,  ..., 0.1216, 0.0863, 0.0667]]])\n"
     ]
    }
   ],
   "source": [
    "Rs_S = resized_S(origS, feat5S.shape[:2])\n",
    "\n",
    "print(Rs_S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 25, 45])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Rs_S.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npshow(Rs_S)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "src_height: 24\n",
      "src_width: 43\n",
      "dest_height: 25\n",
      "dest_width: 45\n",
      "[[[0.77647063 0.62549022 0.62091506 ... 0.21960785 0.24705883 0.21960786]\n",
      "  [0.79738564 0.71960788 0.64852943 ... 0.34341738 0.39542485 0.34803924]\n",
      "  [0.73986929 0.73202616 0.75076254 ... 0.33202615 0.35637256 0.3584314 ]\n",
      "  ...\n",
      "  [0.16124899 0.14619057 0.28235295 ... 0.25054467 0.25577343 0.34117649]\n",
      "  [0.16449964 0.16638749 0.23028562 ... 0.35773422 0.19215687 0.2503268 ]\n",
      "  [0.12828076 0.18365317 0.19946487 ... 0.42745102 0.26013073 0.24313727]]\n",
      "\n",
      " [[0.89411765 0.7503268  0.73464053 ... 0.23333334 0.29281046 0.28333334]\n",
      "  [0.90457519 0.81813725 0.76764708 ... 0.35182073 0.4261438  0.40392157]\n",
      "  [0.86405229 0.85838782 0.87625272 ... 0.32941177 0.38823531 0.41960785]\n",
      "  ...\n",
      "  [0.16003827 0.13357512 0.28235295 ... 0.19564271 0.22875818 0.31699347]\n",
      "  [0.14707277 0.14088289 0.21256412 ... 0.34379085 0.17124184 0.22941177]\n",
      "  [0.11931334 0.15293282 0.16548351 ... 0.44117648 0.25555556 0.23333334]]\n",
      "\n",
      " [[0.9254902  0.80522874 0.78039216 ... 0.23660132 0.32418301 0.33039216]\n",
      "  [0.92810461 0.84852944 0.8142157  ... 0.34733894 0.44248366 0.44117648]\n",
      "  [0.90718954 0.9063181  0.91677561 ... 0.31982571 0.40245099 0.45254904]\n",
      "  ...\n",
      "  [0.1455579  0.11509482 0.27058824 ... 0.15076253 0.2013072  0.28627452]\n",
      "  [0.12215255 0.11354711 0.183653   ... 0.32418302 0.16034859 0.2130719 ]\n",
      "  [0.11034591 0.12121048 0.13150216 ... 0.43333335 0.25424837 0.22450982]]]\n"
     ]
    }
   ],
   "source": [
    "G = bds_vote(snn.nnf.transpose(2, 0, 1), rnn.nnf.transpose(2, 0, 1), snn.nnd, rnn.nnd, Rs_R)\n",
    "print(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd1f1e899e8>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(np.transpose(G,(1,2,0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'G' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-a5308d661c37>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mG\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'G' is not defined"
     ]
    }
   ],
   "source": [
    "print(G.min())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 오늘은 여기까지"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Affine Transfrom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[ 68.22041515,   3.09829757,  -7.06738869],\n",
       "        [ 68.22041515,   3.09829757,  -7.06738869],\n",
       "        [ 68.22041515,   3.09829757,  -7.06738869],\n",
       "        ..., \n",
       "        [ 71.68514622,   3.08095938,  -2.93812813],\n",
       "        [ 71.68514622,   3.08095938,  -2.93812813],\n",
       "        [ 71.31505123,   3.08425348,  -2.9411943 ]],\n",
       "\n",
       "       [[ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        ..., \n",
       "        [ 70.94456415,   3.08756869,  -2.94427955],\n",
       "        [ 70.57368246,   3.09090524,  -2.9473841 ],\n",
       "        [ 70.57368246,   3.09090524,  -2.9473841 ]],\n",
       "\n",
       "       [[ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        [ 67.84661992,   3.10224993,  -7.07511646],\n",
       "        ..., \n",
       "        [ 69.62476451,   4.02949357,  -4.36347497],\n",
       "        [ 69.62476451,   4.02949357,  -4.36347497],\n",
       "        [ 69.25249493,   4.03396516,  -4.36813823]],\n",
       "\n",
       "       ..., \n",
       "       [[ 20.86567018,   1.91109721, -10.84100483],\n",
       "        [ 21.29472416,   2.11762742, -12.89434885],\n",
       "        [ 27.35524995,   2.91002951, -12.09621092],\n",
       "        ..., \n",
       "        [ 17.46691202,  -0.46958063,   1.30245065],\n",
       "        [ 31.42978877,  -0.43507284,   2.53463457],\n",
       "        [ 40.44179913,   0.18868427,   3.2833595 ]],\n",
       "\n",
       "       [[ 17.18149446,   6.48829052, -22.80599363],\n",
       "        [ 17.4147401 ,   2.44666712, -18.343504  ],\n",
       "        [ 17.42530608,   4.57097807, -18.30305826],\n",
       "        ..., \n",
       "        [  2.96280869,   1.21198486, -11.90449679],\n",
       "        [  2.71777773,   1.31389178, -11.47629561],\n",
       "        [  2.71777773,   1.31389178, -11.47629561]],\n",
       "\n",
       "       [[ 15.33989713,   6.86939362, -23.01509183],\n",
       "        [ 16.49184891,   2.58438364, -18.42998223],\n",
       "        [ 14.62466747,   4.96262422, -18.59598591],\n",
       "        ..., \n",
       "        [  4.31057706,   1.70884073, -12.97369227],\n",
       "        [  4.31057706,   1.70884073, -12.97369227],\n",
       "        [  4.31057706,   1.70884073, -12.97369227]]])"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###example of rgb2lab but can't use in here bacause different initilization process.\n",
    "origSnp = np.asarray(origS)/255 ##0~255를 0~1로 만든다 rgb2lab엔 range detection이 없어서\n",
    "origS_lab = color.rgb2lab(origSnp)\n",
    "origS_lab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(266, 400, 3)"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "origSnp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(14, 14, 3)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "npRss = np.asarray(Rs_S)\n",
    "npRss = np.transpose(npRss,(2,1,0))\n",
    "labRss = color.rgb2lab(npRss)\n",
    "labRss.shape #14 14 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 28.3189197 ,  22.3451206 ,  22.21471056,  36.17647112,\n",
       "         46.6826316 ,   9.4822914 ,   2.13635527,  10.87685169,\n",
       "          4.20476523,  53.48240037,  42.78668604,  11.42375244,\n",
       "          9.95016701,   8.66603833],\n",
       "       [ 40.19780228,  40.19780228,  53.48240037,  53.48240037,\n",
       "         42.78668604,  42.78668604,  30.59954942,  17.30280965,\n",
       "         17.82826658,  10.87685169,   4.20476523,  12.45399308,\n",
       "         10.4925422 ,  35.17200855],\n",
       "       [ 38.81321411,  38.81321411,  43.53921885,  43.53921885,\n",
       "         22.3451206 ,  22.3451206 ,  22.21471056,  15.41548292,\n",
       "         13.15293419,  11.03201808,   4.93258932,  41.03982463,\n",
       "         45.78148313,  33.58269694],\n",
       "       [ 38.81321411,  38.81321411,  43.52335557,  38.74824812,\n",
       "         22.3451206 ,  22.3451206 ,  22.21471056,  22.21471056,\n",
       "         17.30280965,  12.79793461,  35.61869147,  13.54728854,\n",
       "          6.16581553,  35.61869147],\n",
       "       [ 52.48158147,  52.48158147,  49.86777743,  50.42641869,\n",
       "         28.92044013,  30.21594205,  13.7032093 ,  13.7032093 ,\n",
       "          7.02556447,   9.82617388,  38.26678793,  25.96679764,\n",
       "         10.87685169,  38.26678793],\n",
       "       [ 52.48158147,  53.28114294,  23.69569822,  44.42212705,\n",
       "         34.45594627,  31.13784862,  28.60161819,  44.58655335,\n",
       "         26.21147673,  19.29154499,  23.86431281,  46.41290665,\n",
       "         32.63526413,  11.53912344],\n",
       "       [ 24.50299353,  20.0847786 ,  19.06207787,  20.0847786 ,\n",
       "         26.13900947,  33.25934281,  31.256709  ,  35.96025735,\n",
       "          4.72016603,   6.48608073,  12.45022539,  25.78140882,\n",
       "         19.53801373,   2.86913647],\n",
       "       [ 24.50299353,  20.0847786 ,  24.26699884,  28.93064807,\n",
       "          5.14212747,  30.32161102,  32.10162869,  32.61322294,\n",
       "          1.85248815,  13.10078339,   5.49914505,   2.86913647,\n",
       "          2.99981428,   2.86913647],\n",
       "       [ 48.74579843,  56.56839339,  24.765379  ,  24.64955186,\n",
       "         11.42375244,   0.        ,   9.10835999,   5.09875218,\n",
       "          0.        ,   5.89621044,   0.        ,   0.        ,\n",
       "          0.        ,   0.        ],\n",
       "       [ 26.92263636,  48.74579843,  56.56839339,  25.42312197,\n",
       "         11.42375244,  36.70380994,  43.23646065,   0.        ,\n",
       "          0.        ,  11.44982375,   0.        ,   0.        ,\n",
       "          0.        ,  51.74153893],\n",
       "       [  0.        ,  45.23779667,  63.11515513,  46.63706716,\n",
       "         24.8553584 ,  33.85149397,  11.93125673,   0.        ,\n",
       "          0.        ,   3.76504544,  18.18928459,   0.        ,\n",
       "          0.        ,  47.49700228],\n",
       "       [ 16.03228446,  45.23779667,  63.11515513,  63.11515513,\n",
       "         46.63706716,   4.72016603,   5.5388013 ,  46.66177908,\n",
       "         24.50299353,  26.20772687,   4.20476523,  19.53801373,\n",
       "         18.37308895,  39.3164567 ],\n",
       "       [ 18.37308895,  18.60068998,  19.6901183 ,  19.46635841,\n",
       "         19.29154499,   9.95016701,  16.03228446,  46.24825239,\n",
       "         48.74579843,  27.62671755,  37.78441697,  11.2339076 ,\n",
       "         26.00158243,  32.17615579],\n",
       "       [ 45.23779667,  18.60068998,  19.14827849,  19.46635841,\n",
       "         19.29154499,   1.85248815,   2.86913647,  16.03228446,\n",
       "         17.62831827,  28.3189197 ,  36.34276986,   0.        ,\n",
       "         38.92430768,  23.26471316]])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "npG = np.asarray(G)\n",
    "npG = np.transpose(npG,(2,1,0))\n",
    "labG = color.rgb2lab(npG)\n",
    "labG.shape #14 14 3\n",
    "labGl,labGa, labGb = labG[: , : ,0],labG[: , : , 1], labG[: , : , 2]\n",
    "labGl #14 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0.        ,   0.        ,   0.        ,   0.        ,\n",
       "          0.        ,   0.        ,   0.        ,   0.        ,\n",
       "          0.        ,   0.        ,   0.        ,   0.        ],\n",
       "       [  0.        ,  36.43582254,  39.3100619 ,  40.47209537,\n",
       "         35.51406963,  26.81990573,  19.23998417,  14.85908061,\n",
       "         17.13026449,  18.05569741,  21.35920899,  20.34064479],\n",
       "       [  0.        ,  41.79927065,  43.79323029,  40.42130771,\n",
       "         34.52485798,  27.77586945,  24.15987788,  19.80510935,\n",
       "         15.32486866,  14.19409565,  16.27821741,  19.3596659 ],\n",
       "       [  0.        ,  44.12737458,  44.41691636,  38.13943543,\n",
       "         31.24786114,  22.961055  ,  20.48580183,  16.32748239,\n",
       "         13.60787085,  16.66172262,  21.44756734,  24.68845888],\n",
       "       [  0.        ,  45.04879409,  43.91772929,  37.37834801,\n",
       "         33.66857913,  25.99332848,  25.41365806,  21.72931801,\n",
       "         19.21777528,  21.13392184,  25.0658265 ,  25.92830182],\n",
       "       [  0.        ,  38.65991256,  37.04515343,  33.00825264,\n",
       "         33.22909485,  28.63222954,  29.15829888,  22.86319597,\n",
       "         18.64566965,  16.46025922,  23.14958209,  26.19917431],\n",
       "       [  0.        ,  29.10700485,  28.21255875,  25.13326798,\n",
       "         28.21038215,  28.04620462,  33.31542133,  26.43379116,\n",
       "         20.53584152,  12.60846925,  17.30617159,  19.11669193],\n",
       "       [  0.        ,  29.17602131,  26.49970943,  20.49603596,\n",
       "         19.99453575,  19.86139343,  23.30220933,  16.96795382,\n",
       "         11.74755125,   5.55612213,   8.00922114,   7.68197153],\n",
       "       [  0.        ,  36.79679666,  34.44478484,  23.62152505,\n",
       "         19.33537502,  19.94016696,  21.02042727,  13.77899029,\n",
       "          7.7790312 ,   4.19982786,   4.31278879,   1.26312176],\n",
       "       [  0.        ,  41.18548342,  43.52340633,  32.09572575,\n",
       "         23.88532313,  20.28158273,  15.54779261,   7.70831439,\n",
       "          2.91220353,   4.36670713,   4.36670713,   2.02103162],\n",
       "       [  0.        ,  40.55277958,  50.7994933 ,  44.54335844,\n",
       "         32.59633247,  24.32201851,  20.29375197,  14.6523657 ,\n",
       "         12.50970763,   9.81329327,   9.26162884,   6.7005725 ],\n",
       "       [  0.        ,  32.15578726,  42.69058807,  40.65810887,\n",
       "         29.83604203,  19.20090445,  19.43713344,  22.18457399,\n",
       "         24.86203481,  21.22519429,  16.505542  ,  15.03611772]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meanGl = np.zeros((12,12))\n",
    "sumGl =np.zeros((12,12))\n",
    "stdGl = np.zeros((12,12))\n",
    "\n",
    "#make patch\n",
    "#patch -> mean, std\n",
    "for gy in range (1,12):\n",
    "    for gx in range (1,12):\n",
    "        meanGl[gy,gx] = (labGl[gy,gx]+labGl[gy-1,gx]+labGl[gy+1,gx]\n",
    "                         +labGl[gy,gx-1]+labGl[gy-1,gx-1]+labGl[gy+1,gx-1]\n",
    "                         +labGl[gy,gx+1]+labGl[gy-1,gx+1]+labGl[gy+1,gx+1])/9\n",
    "        stdGl[gy,gx] = (labGl[gy,gx]-meanGl[gy,gx]+labGl[gy-1,gx]+labGl[gy+1,gx]\n",
    "                         +labGl[gy,gx-1]+labGl[gy-1,gx-1]+labGl[gy+1,gx-1]\n",
    "                         +labGl[gy,gx+1]+labGl[gy-1,gx+1]+labGl[gy+1,gx+1])\n",
    "\n",
    "meanGl #12 12"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "unexpected EOF while parsing (<ipython-input-43-2491c096927f>, line 23)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-43-2491c096927f>\"\u001b[1;36m, line \u001b[1;32m23\u001b[0m\n\u001b[1;33m    \u001b[0m\n\u001b[1;37m    ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unexpected EOF while parsing\n"
     ]
    }
   ],
   "source": [
    "##in patch, need to calculate a,b from (pixel p and nearby 8pixel = q)\n",
    "class LocalColorTransfer:\n",
    "    def __init__(self, source, guide, patchsize=3):\n",
    "        self.s = source\n",
    "        self.s_height = self.source.shape[1]    #C * H * W (e.g. 3 * 14* 14)  == [0] * [1] * [2]\n",
    "        self.s_width = self.source.shape[2]\n",
    "        self.g = guide\n",
    "        self.g_height = self.guide.shape[1]\n",
    "        self.g_width = self.guide.shape[2]\n",
    "        self.patchsize = patchsize\n",
    "        self.channels = self.source.shape[0]\n",
    "\n",
    "        self.sew = self.source.shape[2] - self.patchsize + 1 #number of patch that can be made in width\n",
    "        self.seh = self.source.shape[1] - self.patchsize + 1 #number of patch that can be made in height\n",
    "        self.gew = self.guide.shape[2] - self.patchsize + 1\n",
    "        self.geh = self.guide.shape[1] - self.patchsize + 1\n",
    "        self.patchlab()\n",
    "    \n",
    "    def patchlab(self): ##initialize a and b from source and guidance by lab space using mean and std\n",
    "        for sy in range (1, self.seh):\n",
    "            for sx in range (1,self.sew):\n",
    "            \n",
    "        "
   ]
  }
 ],
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